2025-06-19 21:59:45,922 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-06-19 21:59:48,120 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-06-19 21:59:52,373 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-06-19 21:59:54,072 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
✓ 14 updated, 5 failed
Processing 29 futures instruments... ✓ 10 updated, 0 failed
Processing 50 stock instruments... ✓ 50 updated, 0 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 850,172
Successful downloads: 74
Failed downloads: 5
Date range: 1962-01-02 to 2025-06-19

Summary by Asset Type:
--------------------------------------------------
Crypto: 97 instruments, 2014-09-17 to 2025-06-19
Futures: 29 instruments, 1997-10-29 to 2025-06-19
Stock: 50 instruments, 1962-01-02 to 2025-06-18

Sample Latest Prices:
------------------------------
Crypto:
  BTC-USD: $104669.16
  ETH-USD: $2516.77
  SOL-USD: $145.69
Futures:
  ES=F: $5926.00
  GC=F: $3383.70
  CL=F: $75.01
Stock:
  AAPL: $196.58
  MSFT: $480.24
  TSLA: $322.05
================================================================================

Master data loaded successfully with 850,172 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
================================================================================
Found master dataset with 850,172 rows and 176 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 97 instruments
  futures: 29 instruments
  stock: 50 instruments

Processing 97 crypto instruments...
  Progress: 25/97 crypto instruments processed
  Progress: 50/97 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 50 stock instruments...
  Progress: 25/50 stock instruments processed
  Progress: 50/50 stock instruments processed

Analysis complete: 170/176 instruments analyzed successfully

========================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    FTN-USD         0.989746 750 d       136.2%   $4.43           🟢 UNDER        -11.1%
2    GT-USD          0.961617 30  d       -98.4%   $15.58          🟡 FAIR          -2.0%
3    TRX-USD         0.946393 1000d        87.2%   $0.273693       🟡 FAIR           1.7%
4    PAXG-USD        0.945894 750 d        34.7%   $3.4K           🟡 FAIR           5.3%
5    XAUT-USD        0.944535 750 d        33.6%   $3.4K           🟡 FAIR           5.3%
6    APT-USD         0.943735 500 d       -84.2%   $0.000131       🔴 OVER          39.7%
7    BTC-USD         0.936020 1000d       103.4%   $104.7K         🟢 UNDER        -11.8%
8    WBT-USD         0.930926 750 d       196.8%   $49.28          🔴 OVER          44.7%
9    WAL-USD         0.927294 1000d       -95.6%   $0.000088       🔴 OVER         223.3%
10   POL-USD         0.910925 500 d       -64.0%   $0.008241       🟡 FAIR           6.3%
11   TIA-USD         0.895684 30  d       -99.8%   $1.65           🟡 FAIR          -1.3%
12   LEO-USD         0.891319 750 d        74.5%   $8.99           🟢 UNDER        -11.8%
13   BGB-USD         0.889273 1000d       246.4%   $4.26           🟡 FAIR          -7.9%
14   JASMY-USD       0.877702 30  d       -99.2%   $0.012626       🟡 FAIR           1.5%
15   AB-USD          0.856407 30  d    17434481.8%   $0.014427       🟡 FAIR          -7.4%

📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9897)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43
   +30d (1m): $5.35 ($4.83 - $5.92)
   +60d (2m): $5.74 ($5.18 - $6.36)
   +90d (3m): $6.16 ($5.56 - $6.82)
   90-day outlook: 📈 Bullish Trend (+39.0%)
   Confidence: 99.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.61%
Rounded target for matching: 1%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       84.4%      0.90%      1.57%      2.74%        0.74%        2.39%     -9.83%      7.99%
 14 days       45       95.6%      4.67%      3.67%      3.35%        2.66%        4.68%     -5.19%     11.00%
 30 days       45       97.8%      6.57%      7.34%      5.56%        5.67%        9.01%     -1.01%     24.09%
 90 days       30      100.0%     24.63%     22.67%     12.93%       17.84%       27.49%      2.78%     50.28%
180 days       18      100.0%     57.94%     56.40%      9.65%       51.60%       61.20%     42.34%     81.28%
365 days       12      100.0%    130.87%    136.52%     17.73%      125.26%      147.78%    107.67%    159.93%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.87%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 2: GT-USD (R² = 0.9616)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $15.58
   +30d (1m): $11.29 ($10.68 - $11.94)
   +60d (2m): $8.02 ($7.44 - $8.65)
   Confidence: 96.2% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -27.63%
Rounded target for matching: -28%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       77.8%      3.42%      5.22%      8.01%       -0.94%       11.38%     -2.46%     25.75%
 14 days        9       66.7%      4.23%      5.39%     10.94%       -3.02%       13.80%     -4.08%     35.05%
 30 days        9      100.0%      9.00%     17.12%     21.83%        0.34%       33.90%      0.48%     75.94%
 90 days        9       66.7%      2.64%      7.03%     29.15%      -15.38%       29.44%    -32.41%     74.78%
180 days        9       33.3%    -16.00%     13.04%     58.64%      -32.03%       58.12%    -22.19%    171.96%
365 days        9       88.9%      2.74%     71.42%    122.67%      -22.87%      165.72%     -0.99%    376.07%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -31.83%
Rounded target for matching: -32%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       85.7%      9.27%      7.72%      5.68%        2.46%       12.97%     -5.09%     14.79%
 14 days        7       85.7%     13.24%     11.67%      8.40%        3.90%       19.44%     -5.72%     22.69%
 30 days        7       85.7%     22.20%     12.98%     12.80%        1.14%       24.81%    -10.34%     24.48%
 90 days        7       85.7%     15.13%     40.39%     49.63%       -5.51%       86.30%     -1.30%    126.75%
180 days        7       85.7%     39.28%    695.99%   1058.99%     -283.42%     1675.40%    -18.92%   2549.13%
365 days        7       85.7%     40.53%    456.61%    683.92%     -175.91%     1089.14%    -11.31%   1592.07%


========================================================================================================================

Chart 3: TRX-USD (R² = 0.9464)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.273693
   +30d (1m): $0.283317 ($0.224654 - $0.357300)
   +60d (2m): $0.298294 ($0.236519 - $0.376205)
   +90d (3m): $0.314063 ($0.249010 - $0.396111)
   90-day outlook: 📈 Bullish Trend (+14.8%)
   Confidence: 94.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈17%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.66%
Rounded target for matching: 2%
Similar historical periods found: 69
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       69       66.7%      2.36%      3.01%      8.09%        1.07%        4.95%    -17.64%     32.49%
 14 days       69       73.9%      2.77%      6.41%     14.51%        2.93%        9.90%    -20.53%     63.74%
 30 days       69       75.4%      8.91%     11.82%     29.06%        4.84%       18.80%    -40.43%    126.55%
 90 days       65       72.3%      9.43%     13.16%     44.45%        2.14%       24.17%    -70.86%    297.44%
180 days       63       73.0%     13.62%     35.91%     87.99%       13.75%       58.07%    -79.34%    461.49%
365 days       62       72.6%     58.57%     76.10%    109.30%       48.34%      103.85%    -60.60%    471.47%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 17.25%
Rounded target for matching: 17%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       56.8%      0.10%     -0.64%      8.72%       -3.55%        2.27%    -24.73%     16.81%
 14 days       37       64.9%      4.52%      3.60%     12.75%       -0.65%        7.85%    -24.79%     48.15%
 30 days       37       67.6%      3.14%     13.23%     28.75%        3.64%       22.82%    -37.98%     98.65%
 90 days       36       77.8%     17.88%     38.16%     91.02%        7.36%       68.96%    -47.13%    422.33%
180 days       36       63.9%     33.54%     25.22%     55.52%        6.44%       44.01%    -50.82%    183.49%
365 days       33       63.6%     67.48%     54.11%     85.62%       23.75%       84.47%    -57.53%    239.79%


========================================================================================================================

Chart 4: PAXG-USD (R² = 0.9459)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K
   +30d (1m): $3.3K ($3.0K - $3.6K)
   +60d (2m): $3.4K ($3.1K - $3.7K)
   +90d (3m): $3.5K ($3.2K - $3.8K)
   90-day outlook: ➡️ Sideways Trend (+2.2%)
   Confidence: 94.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈12%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.64%
Rounded target for matching: 3%
Similar historical periods found: 174
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      174       52.9%      0.20%      0.24%      2.16%       -0.09%        0.56%     -5.79%      7.69%
 14 days      174       56.3%      0.52%      0.44%      3.16%       -0.03%        0.92%     -7.98%      9.22%
 30 days      174       59.2%      1.64%      1.53%      4.19%        0.90%        2.15%     -8.40%     13.52%
 90 days      172       79.1%      4.29%      4.62%      6.63%        3.63%        5.62%    -14.42%     24.88%
180 days      163       79.8%      8.05%      8.37%      9.83%        6.85%        9.89%    -17.54%     31.01%
365 days      130       75.4%      7.79%     11.82%     14.47%        9.31%       14.33%     -9.11%     43.70%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.59%
Rounded target for matching: 12%
Similar historical periods found: 41
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       41       48.8%     -0.28%     -0.23%      2.34%       -0.97%        0.51%     -6.41%      4.20%
 14 days       41       51.2%      0.12%     -0.08%      3.10%       -1.06%        0.90%     -7.01%      6.15%
 30 days       41       36.6%     -0.94%     -0.55%      3.10%       -1.53%        0.43%     -6.27%      6.27%
 90 days       37       51.4%      0.09%      0.31%      6.07%       -1.71%        2.34%     -8.43%     13.63%
180 days       36       52.8%      2.21%      2.32%     12.46%       -1.90%        6.53%    -15.38%     25.86%
365 days       28       42.9%     -5.17%      2.14%     14.88%       -3.63%        7.90%     -9.89%     43.70%


========================================================================================================================

Chart 5: XAUT-USD (R² = 0.9445)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K
   +30d (1m): $3.3K ($3.0K - $3.6K)
   +60d (2m): $3.4K ($3.1K - $3.6K)
   +90d (3m): $3.4K ($3.2K - $3.7K)
   90-day outlook: ➡️ Sideways Trend (+2.0%)
   Confidence: 94.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈11%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.56%
Rounded target for matching: 3%
Similar historical periods found: 171
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      171       58.5%      0.46%      0.41%      2.31%        0.06%        0.76%     -5.94%      9.11%
 14 days      171       57.3%      0.88%      0.74%      3.38%        0.23%        1.25%     -6.46%     15.65%
 30 days      171       59.6%      1.18%      1.58%      4.77%        0.86%        2.30%     -8.53%     14.00%
 90 days      163       74.2%      3.34%      3.88%      7.08%        2.79%        4.98%    -13.28%     27.08%
180 days      155       76.1%      8.08%      7.34%     10.51%        5.68%        9.01%    -17.38%     30.05%
365 days      119       73.1%      5.13%      9.62%     13.86%        7.10%       12.13%     -8.24%     40.08%


========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.45%
Rounded target for matching: 11%
Similar historical periods found: 38
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       38       55.3%      0.09%      0.27%      2.16%       -0.44%        0.98%     -5.13%      4.48%
 14 days       38       52.6%      0.76%      0.37%      2.75%       -0.53%        1.28%     -6.96%      5.42%
 30 days       38       52.6%      0.32%      0.33%      2.86%       -0.61%        1.27%     -5.60%      7.71%
 90 days       36       44.4%     -0.97%      0.77%      4.80%       -0.85%        2.39%     -6.08%      9.60%
180 days       36       52.8%      3.74%      3.93%     11.94%       -0.10%        7.97%    -14.24%     25.59%
365 days       26       50.0%      3.25%      6.23%     14.96%        0.18%       12.27%     -8.51%     42.89%


========================================================================================================================

Chart 6: APT-USD (R² = 0.9437)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131
   +30d (1m): $0.000081 ($0.000057 - $0.000115)
   +60d (2m): $0.000069 ($0.000049 - $0.000099)
   +90d (3m): $0.000060 ($0.000042 - $0.000085)
   90-day outlook: 📉 Bearish Trend (-54.6%)
   Confidence: 94.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.30%
Rounded target for matching: -4%
Similar historical periods found: 39
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       39       33.3%      0.00%      1.24%     15.66%       -3.84%        6.31%    -23.67%     93.24%
 14 days       39       35.9%     -1.39%      7.71%     36.01%       -3.96%       19.38%    -55.04%    152.14%
 30 days       39       41.0%     -2.19%     -6.83%     28.09%      -15.94%        2.27%    -49.87%    115.09%
 90 days       19       21.1%    -41.79%     23.87%    207.47%      -76.13%      123.87%    -83.25%    866.04%
180 days       16       25.0%    -68.96%    109.82%    322.08%      -61.80%      281.45%    -84.26%    781.88%
365 days       11       36.4%    -82.11%     -7.08%    106.89%      -78.89%       64.73%    -95.80%    163.87%


========================================================================================================================

Chart 7: BTC-USD (R² = 0.9360)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $104.7K
   +30d (1m): $125.8K ($94.3K - $168.0K)
   +60d (2m): $133.4K ($100.0K - $178.1K)
   +90d (3m): $141.4K ($106.0K - $188.8K)
   90-day outlook: 📈 Bullish Trend (+35.1%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈25%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.99%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       83       49.4%     -0.55%      9.53%     55.96%       -2.69%       21.75%    -62.14%    355.12%
180 days       78       62.8%     27.18%     39.36%     84.42%       20.32%       58.39%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.54%
Rounded target for matching: 25%
Similar historical periods found: 32
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       32       71.9%      2.91%      4.54%      6.85%        2.07%        7.01%     -5.64%     23.00%
 14 days       32       84.4%      5.20%      8.57%     11.10%        4.57%       12.57%    -13.07%     32.32%
 30 days       32       78.1%      9.68%     18.57%     22.60%       10.42%       26.72%     -7.50%     84.85%
 90 days       32       81.2%     19.60%     60.71%     99.28%       24.91%       96.50%    -17.00%    420.08%
180 days       32       84.4%     56.78%    125.03%    145.31%       72.64%      177.42%    -18.30%    436.19%
365 days       31       83.9%    138.50%    223.84%    232.00%      138.75%      308.94%    -58.80%   1021.80%


========================================================================================================================

Chart 8: WBT-USD (R² = 0.9309)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $49.28
   +30d (1m): $37.24 ($26.35 - $52.65)
   +60d (2m): $40.73 ($28.81 - $57.58)
   +90d (3m): $44.54 ($31.50 - $62.97)
   90-day outlook: 📉 Bearish Trend (-9.6%)
   Confidence: 93.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈73%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: WAL-USD (R² = 0.9273)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088
   +30d (1m): $0.000021 ($0.000005 - $0.000082)
   +60d (2m): $0.000016 ($0.000004 - $0.000063)
   +90d (3m): $0.000013 ($0.000003 - $0.000049)
   90-day outlook: 📉 Bearish Trend (-85.7%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 10: POL-USD (R² = 0.9109)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241
   +30d (1m): $0.007129 ($0.005557 - $0.009145)
   +60d (2m): $0.006555 ($0.005109 - $0.008411)
   +90d (3m): $0.006028 ($0.004697 - $0.007736)
   90-day outlook: 📉 Bearish Trend (-26.9%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-15%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Rounded target for matching: 2%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       36.8%     -3.69%     -2.62%     12.80%       -8.79%        3.55%    -20.88%     36.99%
 14 days       19       36.8%     -1.81%     -0.82%     16.47%       -8.76%        7.12%    -26.39%     38.17%
 30 days       19       47.4%     -4.68%      7.87%     42.02%      -12.38%       28.12%    -49.27%    114.32%
 90 days       19       26.3%    -15.58%    138.66%    390.70%      -49.65%      326.97%    -68.11%   1069.77%
180 days       18       22.2%    -52.87%    275.86%    712.38%      -78.40%      630.11%    -84.78%   1958.84%
365 days       12       33.3%    -88.99%    188.43%    399.49%      -65.39%      442.25%    -91.45%    929.33%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.99%
Rounded target for matching: -15%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%     -1.47%      4.01%     32.71%      -14.88%       22.89%    -22.96%    113.53%
 14 days       14       50.0%     -0.97%      7.37%     29.60%       -9.72%       24.46%    -27.20%     92.21%
 30 days       14       50.0%      0.03%     25.00%    108.64%      -37.73%       87.73%    -49.27%    409.24%
 90 days       13        7.7%    -35.80%     29.04%    239.21%     -115.51%      173.60%    -62.18%    855.61%
180 days       12        8.3%    -67.42%     41.03%    345.65%     -178.58%      260.64%    -84.78%   1185.82%
365 days        9       11.1%    -86.31%    -19.16%    180.00%     -157.52%      119.21%    -90.45%    489.19%


========================================================================================================================

Chart 11: TIA-USD (R² = 0.8957)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.65
   +30d (1m): $1.00 ($0.870305 - $1.16)
   +60d (2m): $0.601902 ($0.496220 - $0.730092)
   Confidence: 89.6% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TIA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -38.31%
Rounded target for matching: -38%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       70.0%      2.11%      8.63%     14.87%       -2.01%       19.27%     -6.80%     43.55%
 14 days       10       50.0%      0.81%     -0.58%     20.82%      -15.47%       14.32%    -39.49%     42.07%
 30 days       10       30.0%    -13.29%     -1.81%     29.56%      -22.95%       19.34%    -33.26%     52.47%
 90 days       10       60.0%     10.24%     -5.38%     31.55%      -27.95%       17.19%    -52.28%     38.35%
180 days       10       50.0%     -1.92%     83.78%    204.05%      -62.18%      229.75%    -61.14%    651.82%
365 days        9       33.3%    -42.59%   2828.70%   8011.65%    -3329.60%     8987.00%    -71.48%  25487.85%


========================================================================================================================
TIA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -49.84%
Rounded target for matching: -50%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       12.5%     -6.63%     -6.89%      7.71%      -13.33%       -0.45%    -19.40%      7.23%
 14 days        8       62.5%      2.21%      1.64%     12.46%       -8.78%       12.06%    -21.31%     19.21%
 30 days        8       75.0%     10.63%      6.41%     17.53%       -8.25%       21.06%    -31.45%     25.04%
 90 days        8       50.0%     11.25%     15.71%     49.47%      -25.65%       57.07%    -44.60%     85.03%
180 days        8       37.5%    -14.15%    -18.70%     34.48%      -47.53%       10.13%    -61.66%     38.26%
365 days        7       42.9%    -60.96%    106.51%    245.72%     -120.74%      333.76%    -78.71%    618.29%


========================================================================================================================

Chart 12: LEO-USD (R² = 0.8913)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.99
   +30d (1m): $10.68 ($8.51 - $13.40)
   +60d (2m): $11.18 ($8.91 - $14.03)
   +90d (3m): $11.70 ($9.32 - $14.69)
   90-day outlook: 📈 Bullish Trend (+30.1%)
   Confidence: 89.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.63%
Rounded target for matching: 3%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       48.0%     -0.09%      0.22%      5.67%       -0.90%        1.33%    -16.35%     25.58%
 14 days      102       52.9%      0.18%      3.21%     13.03%        0.65%        5.77%    -25.58%     90.97%
 30 days      102       60.8%      1.60%      7.13%     18.94%        3.41%       10.85%    -22.13%     65.67%
 90 days      102       67.6%      9.61%     15.71%     27.79%       10.25%       21.17%    -38.74%    109.67%
180 days       95       83.2%     38.39%     33.55%     39.97%       25.41%       41.70%    -51.85%    120.42%
365 days       83       80.7%     71.13%     70.94%     65.40%       56.66%       85.22%    -44.72%    247.52%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.77%
Rounded target for matching: -8%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       48.1%     -0.00%      1.40%      5.91%       -0.93%        3.74%     -7.84%     18.98%
 14 days       27       66.7%      2.70%      2.41%      6.62%       -0.21%        5.03%     -8.51%     19.98%
 30 days       27       70.4%      4.51%      3.87%      6.50%        1.30%        6.45%     -9.87%     15.62%
 90 days       21       57.1%      8.74%     10.34%     30.08%       -3.36%       24.03%    -24.07%     75.67%
180 days       21       57.1%     37.95%     23.44%     50.58%        0.41%       46.46%    -36.12%    112.98%
365 days       18       50.0%     14.53%     18.53%     42.91%       -2.81%       39.86%    -33.84%     66.56%


========================================================================================================================

Chart 13: BGB-USD (R² = 0.8893)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.26
   +30d (1m): $5.13 ($2.59 - $10.14)
   +60d (2m): $5.68 ($2.87 - $11.23)
   +90d (3m): $6.29 ($3.18 - $12.44)
   90-day outlook: 📈 Bullish Trend (+47.6%)
   Confidence: 88.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈-9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -17.27%
Rounded target for matching: -17%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       78.6%      3.44%      2.25%      8.20%       -2.48%        6.99%    -13.92%     12.93%
 14 days       14       71.4%      5.97%      2.99%     11.59%       -3.70%        9.68%    -27.28%     23.35%
 30 days       14       57.1%      3.79%      5.26%     13.98%       -2.81%       13.33%    -20.88%     43.44%
 90 days       14       64.3%     27.98%     23.84%     34.52%        3.92%       43.77%    -14.29%    109.33%
180 days       13      100.0%     33.07%    208.13%    250.29%       56.88%      359.38%      7.61%    602.24%
365 days        9      100.0%    191.10%    218.32%     92.67%      147.09%      289.55%    120.96%    426.23%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.54%
Rounded target for matching: -9%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       58.3%      1.38%      1.34%      4.21%       -1.34%        4.02%     -5.15%      9.97%
 14 days       12       75.0%      2.28%      1.13%     10.51%       -5.55%        7.81%    -22.73%     15.08%
 30 days       12       75.0%      8.11%      7.78%     15.13%       -1.83%       17.39%    -19.60%     33.15%
 90 days       12       83.3%     31.18%     67.66%    135.68%      -18.55%      153.86%     -1.42%    514.98%
180 days       12      100.0%    168.19%    192.72%    123.39%      114.32%      271.12%     19.55%    506.18%
365 days       10      100.0%    134.78%    141.56%     26.16%      122.84%      160.27%    111.64%    195.32%


========================================================================================================================

Chart 14: JASMY-USD (R² = 0.8777)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.012626
   +30d (1m): $0.008388 ($0.007437 - $0.009460)
   +60d (2m): $0.005656 ($0.004807 - $0.006655)
   Confidence: 87.8% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JASMY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -30.61%
Rounded target for matching: -31%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       61.1%     10.76%      8.43%     29.23%       -6.11%       22.96%    -67.11%     70.27%
 14 days       18       33.3%    -11.52%     -7.77%     29.74%      -22.56%        7.02%    -83.39%     48.73%
 30 days       18       16.7%    -20.76%    -20.23%     25.52%      -32.92%       -7.53%    -98.83%     28.00%
 90 days       18       22.2%    -32.93%    -36.80%     45.84%      -59.59%      -14.00%    -99.12%     53.46%
180 days       14       35.7%    -46.93%    -35.75%     53.61%      -66.70%       -4.79%    -98.93%     62.27%
365 days       13       23.1%    -55.55%     17.10%    159.13%      -79.06%      113.26%    -98.57%    359.37%


========================================================================================================================
JASMY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.70%
Rounded target for matching: 1%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       42.9%     -0.54%     -5.74%     14.22%      -18.89%        7.41%    -24.63%     12.75%
 14 days        7       42.9%    -10.21%      3.91%     41.02%      -34.03%       41.84%    -31.24%     90.46%
 30 days        7       28.6%    -11.88%     -8.06%     38.18%      -43.38%       27.25%    -57.82%     60.85%
 90 days        7       57.1%      0.44%    -10.92%     46.70%      -54.11%       32.27%    -72.97%     63.53%
180 days        7       42.9%    -12.08%     92.28%    228.30%     -118.86%      303.42%    -86.15%    525.74%
365 days        5       40.0%    -61.41%    121.03%    251.14%     -190.80%      432.87%    -92.90%    474.58%


========================================================================================================================

Chart 15: AB-USD (R² = 0.8564)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.014427
   +30d (1m): $0.042000 ($0.030130 - $0.058546)
   +60d (2m): $0.113253 ($0.072265 - $0.177488)
   Confidence: 85.6% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

========================================================================================================================
🟢 TOP 13 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD       68.0%  0.780834    454.3%   $3.79             213.0%  1000d
2    IMX-USD          63.8%  0.801302   -100.0%   $0.004143         176.3%  120 d
3    SOL-USD          51.2%  0.782107    203.4%   $145.69           104.9%  1000d
4    FARTCOIN-USD     42.4%  0.805152  29545.0%   $1.04              73.5%  120 d
5    HYPE-USD         41.2%  0.831823    -97.1%   $0.000005          70.2%  1000d
6    XRP-USD          40.4%  0.722481    724.3%   $2.18              67.7%  365 d
7    VIRTUAL-USD      37.4%  0.718348  83485.2%   $1.69              59.8%  90  d
8    TKX-USD          35.4%  0.739888    481.5%   $26.80             54.7%  365 d
9    BNB-USD          24.2%  0.767262     90.4%   $642.72            31.9%  750 d
10   QNT-USD          15.6%  0.779922   1213.0%   $99.23             18.5%  90  d
11   LEO-USD          11.8%  0.891319     74.5%   $8.99              13.4%  750 d
12   BTC-USD          11.8%  0.936020    103.4%   $104.7K            13.4%  1000d
13   FTN-USD          11.1%  0.989746    136.2%   $4.43              12.5%  750 d

📊 DISPLAYING ALL 13 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 68.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.79
   +30d (1m): $13.67 ($3.33 - $56.04)
   +60d (2m): $15.73 ($3.84 - $64.53)
   +90d (3m): $18.11 ($4.41 - $74.31)
   90-day outlook: 📈 Bullish Trend (+377.4%)
   Confidence: 78.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈52%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -13.33%
Rounded target for matching: -13%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       25.0%    -12.64%     -0.51%     30.54%      -16.78%       15.77%    -21.17%    103.74%
 14 days       16       31.2%     -6.12%     -0.99%     33.63%      -18.92%       16.93%    -39.51%     91.69%
 30 days       16       50.0%     -1.14%     -8.63%     37.51%      -28.62%       11.36%    -65.89%     44.13%
 90 days       16       50.0%      7.21%     11.12%     53.84%      -17.57%       39.81%    -62.59%     80.46%
180 days       14       50.0%     -6.66%    171.02%    324.89%      -16.57%      358.60%    -92.66%    966.22%
365 days       13       53.8%    151.33%    395.20%    632.96%       12.71%      777.70%    -95.18%   1890.62%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 63.8%)
Error plotting IMX-USD: index 209 is out of bounds for axis 0 with size 180

Chart 3: SOL-USD (Undervalued by 51.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $145.69
   +30d (1m): $326.97 ($131.45 - $813.29)
   +60d (2m): $358.20 ($143.98 - $891.13)
   +90d (3m): $392.41 ($157.71 - $976.44)
   90-day outlook: 📈 Bullish Trend (+169.3%)
   Confidence: 78.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈13%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -13.53%
Rounded target for matching: -14%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       43.3%     -3.49%      2.70%     20.66%       -5.01%       10.41%    -16.53%     88.15%
 14 days       30       50.0%     -0.10%      6.85%     28.33%       -3.73%       17.43%    -26.63%    107.55%
 30 days       30       56.7%      4.25%     15.22%     55.13%       -5.37%       35.80%    -57.71%    212.76%
 90 days       29       62.1%     16.73%    126.82%    239.03%       35.90%      217.74%    -62.04%   1001.01%
180 days       27       63.0%     19.80%    372.65%    616.61%      128.73%      616.58%    -80.99%   2102.03%
365 days       24       87.5%    557.21%   2006.51%   3577.01%      496.08%     3516.95%    -93.80%  12194.68%


========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.44%
Rounded target for matching: 13%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5        0.0%     -9.24%    -10.44%      4.53%      -16.06%       -4.82%    -16.86%     -4.00%
 14 days        5        0.0%     -8.85%     -8.39%      3.03%      -12.14%       -4.63%    -12.46%     -3.17%
 30 days        5       40.0%    -10.44%     -2.48%     18.55%      -25.51%       20.56%    -21.17%     26.30%
 90 days        5      100.0%    117.22%    136.65%    134.67%      -30.56%      303.86%     19.31%    387.37%
180 days        5       80.0%    323.90%    261.32%    149.03%       76.27%      446.36%    -12.97%    413.67%
365 days        4      100.0%    531.17%    412.34%    237.58%       34.29%      790.39%      4.00%    583.02%


========================================================================================================================

Chart 4: FARTCOIN-USD (Undervalued by 42.4%)
Error plotting FARTCOIN-USD: index 209 is out of bounds for axis 0 with size 180

Chart 5: HYPE-USD (Undervalued by 41.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005
   +30d (1m): $0.000007 ($0.000001 - $0.000082)
   +60d (2m): $0.000005 ($0.000000 - $0.000061)
   +90d (3m): $0.000004 ($0.000000 - $0.000046)
   90-day outlook: 📉 Bearish Trend (-29.1%)
   Confidence: 83.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -66.23%
Rounded target for matching: -66%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       20.0%     -7.14%     -4.98%      7.41%      -14.18%        4.22%    -12.68%      7.14%
 14 days        5       40.0%     -6.87%      0.71%     19.70%      -23.75%       25.18%    -20.93%     35.71%
 30 days        5       20.0%     -5.09%    -21.42%     35.52%      -65.52%       22.68%    -86.51%     14.29%
 90 days        3        0.0%    -75.17%    -53.38%     32.26%     -133.53%       26.76%    -77.21%     -7.77%
180 days        3       33.3%    -67.91%    302.45%    537.31%    -1032.30%     1637.21%    -86.98%   1062.25%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -84.11%
Rounded target for matching: -84%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       28.6%     -5.48%     -9.59%     15.69%      -15.68%       -3.51%    -38.49%     25.89%
 14 days       28       21.4%    -19.80%    -17.57%     22.83%      -26.43%       -8.72%    -50.35%     38.91%
 30 days       28       25.0%    -26.16%    -26.32%     36.45%      -40.45%      -12.18%    -76.91%    109.53%
 90 days       28       39.3%    -59.53%    333.50%    666.97%       74.87%      592.13%    -95.60%   2131.91%
180 days       28       39.3%    -88.76%    395.38%    790.96%       88.68%      702.08%    -97.52%   2614.96%
365 days       26        3.8%    -88.37%    -80.14%     25.99%      -90.64%      -69.64%    -99.22%      4.44%


========================================================================================================================

Chart 6: XRP-USD (Undervalued by 40.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $2.18
   +30d (1m): $4.34 ($2.06 - $9.16)
   +60d (2m): $5.16 ($2.44 - $10.91)
   +90d (3m): $6.14 ($2.90 - $13.00)
   90-day outlook: 📈 Bullish Trend (+182.1%)
   Confidence: 72.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.67%
Rounded target for matching: -8%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       30.6%     -2.19%     -2.33%      8.35%       -4.73%        0.07%    -25.55%     13.62%
 14 days       49       53.1%      0.35%      2.12%     18.70%       -3.25%        7.49%    -38.98%     54.15%
 30 days       49       63.3%      6.15%     10.49%     31.14%        1.55%       19.43%    -33.41%    166.10%
 90 days       49       67.3%      7.49%     24.82%     75.24%        3.21%       46.43%    -50.09%    383.35%
180 days       47       59.6%     10.47%     51.33%    123.70%       15.01%       87.64%    -66.13%    404.55%
365 days       42       57.1%     12.14%     61.06%    132.51%       19.76%      102.35%    -63.38%    405.22%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.55%
Rounded target for matching: -9%
Similar historical periods found: 35
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       35       51.4%      0.26%      0.39%     10.41%       -3.18%        3.97%    -35.68%     28.83%
 14 days       35       51.4%      0.38%      2.11%     18.14%       -4.12%        8.34%    -29.87%     51.80%
 30 days       35       57.1%      3.05%     20.29%     55.65%        1.18%       39.41%    -34.49%    281.77%
 90 days       34       64.7%     10.28%     58.87%    145.19%        8.21%      109.53%    -38.24%    506.08%
180 days       32       68.8%     18.33%     47.19%    105.08%        9.30%       85.07%    -61.51%    340.03%
365 days       29       62.1%     97.34%    163.38%    214.55%       81.77%      244.99%    -64.24%    653.04%


========================================================================================================================

Chart 7: VIRTUAL-USD (Undervalued by 37.4%)
Error plotting VIRTUAL-USD: index 179 is out of bounds for axis 0 with size 150

Chart 8: TKX-USD (Undervalued by 35.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $26.80
   +30d (1m): $47.92 ($26.39 - $87.03)
   +60d (2m): $55.38 ($30.47 - $100.68)
   +90d (3m): $64.01 ($35.17 - $116.48)
   90-day outlook: 📈 Bullish Trend (+138.8%)
   Confidence: 74.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-17%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TKX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -18.44%
Rounded target for matching: -18%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%      0.04%     -2.09%     10.50%       -8.15%        3.97%    -24.95%     13.91%
 14 days       14       71.4%      3.63%     -0.38%     12.28%       -7.47%        6.71%    -36.19%     12.49%
 30 days       14       57.1%      1.20%      0.08%     14.91%       -8.53%        8.68%    -38.00%     35.06%
 90 days       14       50.0%      0.19%     15.08%     40.84%       -8.50%       38.67%    -38.58%    104.40%
180 days       14       71.4%    186.88%    141.88%    114.36%       75.85%      207.91%    -32.02%    323.73%
365 days       10       80.0%     69.90%     74.86%     56.99%       34.09%      115.63%    -20.11%    172.35%


========================================================================================================================
TKX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -17.11%
Rounded target for matching: -17%
Similar historical periods found: 23
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       23       52.2%      0.70%      0.32%      9.75%       -3.90%        4.53%    -24.42%     17.18%
 14 days       23       52.2%      1.01%     -1.87%     13.00%       -7.49%        3.76%    -28.07%     22.81%
 30 days       23       69.6%     14.58%      5.69%     18.45%       -2.29%       13.67%    -25.39%     33.76%
 90 days       23       65.2%    103.64%    118.48%    151.75%       52.86%      184.10%    -39.19%    470.50%
180 days       23       82.6%    198.53%    144.35%    109.99%       96.79%      191.92%    -25.74%    307.17%
365 days       15       86.7%     87.15%     88.16%     63.55%       52.97%      123.36%    -18.30%    189.09%


========================================================================================================================

Chart 9: BNB-USD (Undervalued by 24.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $642.72
   +30d (1m): $893.58 ($590.49 - $1.4K)
   +60d (2m): $942.16 ($622.50 - $1.4K)
   +90d (3m): $993.37 ($656.24 - $1.5K)
   90-day outlook: 📈 Bullish Trend (+54.6%)
   Confidence: 76.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.17%
Rounded target for matching: -1%
Similar historical periods found: 79
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       79       51.9%      0.08%      0.53%      6.13%       -0.85%        1.90%    -16.39%     18.43%
 14 days       79       50.6%      0.14%      1.54%     11.31%       -1.00%        4.07%    -45.27%     30.79%
 30 days       79       60.8%      1.76%      2.06%     15.58%       -1.43%        5.55%    -47.81%     45.46%
 90 days       75       53.3%      2.06%     24.97%    120.62%       -2.78%       52.72%    -51.14%    994.45%
180 days       71       73.2%     20.74%    190.52%    525.57%       66.12%      314.92%    -62.92%   2248.88%
365 days       59       74.6%    100.29%    391.67%    698.52%      209.64%      573.71%    -52.21%   2242.97%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.28%
Rounded target for matching: 1%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       40.9%     -1.53%     -2.36%     10.49%       -7.01%        2.29%    -25.34%     26.25%
 14 days       22       27.3%     -4.08%     -5.53%     12.20%      -10.94%       -0.12%    -29.19%     23.06%
 30 days       22       31.8%     -5.31%     -6.63%     13.20%      -12.49%       -0.78%    -26.37%     21.45%
 90 days       22       54.5%      2.20%     -2.94%     21.85%      -12.62%        6.75%    -29.72%     48.10%
180 days       21       38.1%    -14.13%      8.90%     55.86%      -16.53%       34.33%    -50.56%    140.32%
365 days       17       70.6%     90.33%    346.34%    793.66%      -61.72%      754.40%    -25.14%   2575.53%


========================================================================================================================

Chart 10: QNT-USD (Undervalued by 15.6%)
Error plotting QNT-USD: index 179 is out of bounds for axis 0 with size 150

Chart 11: LEO-USD (Undervalued by 11.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.99
   +30d (1m): $10.68 ($8.51 - $13.40)
   +60d (2m): $11.18 ($8.91 - $14.03)
   +90d (3m): $11.70 ($9.32 - $14.69)
   90-day outlook: 📈 Bullish Trend (+30.1%)
   Confidence: 89.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.63%
Rounded target for matching: 3%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       48.0%     -0.09%      0.22%      5.67%       -0.90%        1.33%    -16.35%     25.58%
 14 days      102       52.9%      0.18%      3.21%     13.03%        0.65%        5.77%    -25.58%     90.97%
 30 days      102       60.8%      1.60%      7.13%     18.94%        3.41%       10.85%    -22.13%     65.67%
 90 days      102       67.6%      9.61%     15.71%     27.79%       10.25%       21.17%    -38.74%    109.67%
180 days       95       83.2%     38.39%     33.55%     39.97%       25.41%       41.70%    -51.85%    120.42%
365 days       83       80.7%     71.13%     70.94%     65.40%       56.66%       85.22%    -44.72%    247.52%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.77%
Rounded target for matching: -8%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       48.1%     -0.00%      1.40%      5.91%       -0.93%        3.74%     -7.84%     18.98%
 14 days       27       66.7%      2.70%      2.41%      6.62%       -0.21%        5.03%     -8.51%     19.98%
 30 days       27       70.4%      4.51%      3.87%      6.50%        1.30%        6.45%     -9.87%     15.62%
 90 days       21       57.1%      8.74%     10.34%     30.08%       -3.36%       24.03%    -24.07%     75.67%
180 days       21       57.1%     37.95%     23.44%     50.58%        0.41%       46.46%    -36.12%    112.98%
365 days       18       50.0%     14.53%     18.53%     42.91%       -2.81%       39.86%    -33.84%     66.56%


========================================================================================================================

Chart 12: BTC-USD (Undervalued by 11.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $104.7K
   +30d (1m): $125.8K ($94.3K - $168.0K)
   +60d (2m): $133.4K ($100.0K - $178.1K)
   +90d (3m): $141.4K ($106.0K - $188.8K)
   90-day outlook: 📈 Bullish Trend (+35.1%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈25%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.99%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       83       49.4%     -0.55%      9.53%     55.96%       -2.69%       21.75%    -62.14%    355.12%
180 days       78       62.8%     27.18%     39.36%     84.42%       20.32%       58.39%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.54%
Rounded target for matching: 25%
Similar historical periods found: 32
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       32       71.9%      2.91%      4.54%      6.85%        2.07%        7.01%     -5.64%     23.00%
 14 days       32       84.4%      5.20%      8.57%     11.10%        4.57%       12.57%    -13.07%     32.32%
 30 days       32       78.1%      9.68%     18.57%     22.60%       10.42%       26.72%     -7.50%     84.85%
 90 days       32       81.2%     19.60%     60.71%     99.28%       24.91%       96.50%    -17.00%    420.08%
180 days       32       84.4%     56.78%    125.03%    145.31%       72.64%      177.42%    -18.30%    436.19%
365 days       31       83.9%    138.50%    223.84%    232.00%      138.75%      308.94%    -58.80%   1021.80%


========================================================================================================================

Chart 13: FTN-USD (Undervalued by 11.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43
   +30d (1m): $5.35 ($4.83 - $5.92)
   +60d (2m): $5.74 ($5.18 - $6.36)
   +90d (3m): $6.16 ($5.56 - $6.82)
   90-day outlook: 📈 Bullish Trend (+39.0%)
   Confidence: 99.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.61%
Rounded target for matching: 1%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       84.4%      0.90%      1.57%      2.74%        0.74%        2.39%     -9.83%      7.99%
 14 days       45       95.6%      4.67%      3.67%      3.35%        2.66%        4.68%     -5.19%     11.00%
 30 days       45       97.8%      6.57%      7.34%      5.56%        5.67%        9.01%     -1.01%     24.09%
 90 days       30      100.0%     24.63%     22.67%     12.93%       17.84%       27.49%      2.78%     50.28%
180 days       18      100.0%     57.94%     56.40%      9.65%       51.60%       61.20%     42.34%     81.28%
365 days       12      100.0%    130.87%    136.52%     17.73%      125.26%      147.78%    107.67%    159.93%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.87%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

========================================================================================================================
🔴 TOP 13 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    WAL-USD         223.3%  0.927294    -95.6%   $0.000088          69.1%  1000d
2    TRUMP-USD        81.4%  0.816510    -94.9%   $0.000595          44.9%  365 d
3    WBT-USD          44.7%  0.930926    196.8%   $49.28             30.9%  750 d
4    APT-USD          39.7%  0.943735    -84.2%   $0.000131          28.4%  500 d
5    GRT-USD          32.4%  0.767153    -89.7%   $0.454301          24.5%  180 d
6    PEPE-USD         25.7%  0.778587    -98.3%   $0.000006          20.4%  90  d
7    STX-USD          21.9%  0.842781    -76.8%   $0.002834          17.9%  365 d
8    ICP-USD          19.1%  0.735290    -81.6%   $5.08              16.1%  180 d
9    THETA-USD        19.0%  0.782857    -93.1%   $0.683229          16.0%  180 d
10   ENA-USD          18.3%  0.711193    -92.0%   $0.286757          15.4%  180 d
11   XTZ-USD          15.1%  0.807143    -86.9%   $0.534569          13.1%  180 d
12   RAY-USD          14.6%  0.783944    -99.8%   $2.22              12.7%  30  d
13   XMR-USD          13.8%  0.804074     88.4%   $314.51            12.2%  500 d

📊 DISPLAYING ALL 13 OVERVALUED CRYPTO WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: WAL-USD (Overvalued by 223.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088
   +30d (1m): $0.000021 ($0.000005 - $0.000082)
   +60d (2m): $0.000016 ($0.000004 - $0.000063)
   +90d (3m): $0.000013 ($0.000003 - $0.000049)
   90-day outlook: 📉 Bearish Trend (-85.7%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: TRUMP-USD (Overvalued by 81.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000595
   +30d (1m): $0.000257 ($0.000115 - $0.000574)
   +60d (2m): $0.000201 ($0.000090 - $0.000451)
   +90d (3m): $0.000158 ($0.000070 - $0.000354)
   90-day outlook: 📉 Bearish Trend (-73.5%)
   Confidence: 81.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Rounded target for matching: 2%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       40.0%     -3.97%     -1.38%     25.08%      -15.27%       12.51%    -38.27%     70.82%
 14 days       15       33.3%     -6.14%     -4.03%     24.80%      -17.77%        9.71%    -37.99%     48.96%
 30 days       15       40.0%    -23.36%     -2.52%     58.38%      -34.85%       29.81%    -96.44%    132.34%
 90 days       15       26.7%    -27.88%     24.98%    159.01%      -63.07%      113.04%    -95.50%    539.22%
180 days       15       20.0%    -57.76%    -42.09%     53.45%      -71.69%      -12.49%    -97.52%     60.89%
365 days       14       21.4%    -57.01%     63.13%    278.20%      -97.50%      223.75%    -99.83%    913.50%


========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.39%
Rounded target for matching: 4%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       25.0%     -7.17%      9.98%     46.63%      -29.00%       48.97%    -17.39%    130.55%
 14 days        8       37.5%    -14.94%     23.78%     97.74%      -57.93%      105.49%    -79.70%    217.09%
 30 days        8       12.5%    -42.66%    -46.59%     36.31%      -76.94%      -16.23%    -96.59%      0.78%
 90 days        8       25.0%    -50.51%    -35.45%     48.89%      -76.33%        5.42%    -95.64%     60.46%
180 days        7       14.3%    -38.57%    -38.53%     30.82%      -67.03%      -10.02%    -97.86%     14.72%
365 days        7       42.9%    -13.68%    175.58%    273.02%      -76.92%      428.08%    -85.30%    552.95%


========================================================================================================================

Chart 3: WBT-USD (Overvalued by 44.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $49.28
   +30d (1m): $37.24 ($26.35 - $52.65)
   +60d (2m): $40.73 ($28.81 - $57.58)
   +90d (3m): $44.54 ($31.50 - $62.97)
   90-day outlook: 📉 Bearish Trend (-9.6%)
   Confidence: 93.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈73%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 4: APT-USD (Overvalued by 39.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131
   +30d (1m): $0.000081 ($0.000057 - $0.000115)
   +60d (2m): $0.000069 ($0.000049 - $0.000099)
   +90d (3m): $0.000060 ($0.000042 - $0.000085)
   90-day outlook: 📉 Bearish Trend (-54.6%)
   Confidence: 94.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.30%
Rounded target for matching: -4%
Similar historical periods found: 39
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       39       33.3%      0.00%      1.24%     15.66%       -3.84%        6.31%    -23.67%     93.24%
 14 days       39       35.9%     -1.39%      7.71%     36.01%       -3.96%       19.38%    -55.04%    152.14%
 30 days       39       41.0%     -2.19%     -6.83%     28.09%      -15.94%        2.27%    -49.87%    115.09%
 90 days       19       21.1%    -41.79%     23.87%    207.47%      -76.13%      123.87%    -83.25%    866.04%
180 days       16       25.0%    -68.96%    109.82%    322.08%      -61.80%      281.45%    -84.26%    781.88%
365 days       11       36.4%    -82.11%     -7.08%    106.89%      -78.89%       64.73%    -95.80%    163.87%


========================================================================================================================

Chart 5: GRT-USD (Overvalued by 32.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301
   +30d (1m): $0.284660 ($0.199057 - $0.407076)
   +60d (2m): $0.236174 ($0.164680 - $0.338706)
   +90d (3m): $0.195947 ($0.136158 - $0.281989)
   90-day outlook: 📉 Bearish Trend (-56.9%)
   Confidence: 76.7% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 6: PEPE-USD (Overvalued by 25.7%)
Error plotting PEPE-USD: index 179 is out of bounds for axis 0 with size 150

Chart 7: STX-USD (Overvalued by 21.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834
   +30d (1m): $0.002063 ($0.001439 - $0.002958)
   +60d (2m): $0.001830 ($0.001276 - $0.002625)
   +90d (3m): $0.001623 ($0.001131 - $0.002330)
   90-day outlook: 📉 Bearish Trend (-42.7%)
   Confidence: 84.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.10%
Rounded target for matching: 5%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       35.7%     -1.09%      0.39%     14.77%       -8.14%        8.92%    -19.94%     38.65%
 14 days       14       35.7%     -9.06%     -0.28%     20.34%      -12.03%       11.46%    -27.51%     53.33%
 30 days       14       64.3%     25.41%     23.13%     35.86%        2.42%       43.83%    -21.06%     86.37%
 90 days       14       50.0%      4.24%    729.02%   2646.39%     -798.96%     2257.00%    -99.06%  10269.71%
180 days       13       46.2%    -12.37%     13.29%     86.03%      -38.70%       65.28%    -99.24%    226.41%
365 days       13       53.8%     35.99%     77.14%    196.22%      -41.44%      195.71%    -99.86%    478.11%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.57%
Rounded target for matching: -9%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       63.6%      3.56%      2.44%     13.15%       -6.39%       11.28%    -22.96%     26.35%
 14 days       11       81.8%      8.95%     10.69%     28.15%       -8.22%       29.61%    -28.66%     82.41%
 30 days       11       54.5%     21.92%     14.68%     34.63%       -8.58%       37.95%    -23.38%     95.57%
 90 days       11       63.6%     51.66%     79.63%    125.54%       -4.71%      163.97%    -99.34%    339.51%
180 days       11       81.8%     81.97%    209.66%    342.39%      -20.36%      439.68%    -99.50%   1212.96%
365 days       10       90.0%    434.13%    870.99%    954.50%      188.18%     1553.80%    -99.28%   2462.06%


========================================================================================================================

Chart 8: ICP-USD (Overvalued by 19.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $5.08
   +30d (1m): $3.71 ($2.77 - $4.96)
   +60d (2m): $3.23 ($2.41 - $4.32)
   +90d (3m): $2.81 ($2.09 - $3.77)
   90-day outlook: 📉 Bearish Trend (-44.7%)
   Confidence: 73.5% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-10%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ICP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.49%
Rounded target for matching: -3%
Similar historical periods found: 32
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       32       31.2%     -2.24%     -2.68%      8.24%       -5.65%        0.29%    -27.98%     18.08%
 14 days       32       25.0%     -4.33%     -9.32%     14.18%      -14.43%       -4.20%    -40.38%     25.68%
 30 days       32       25.0%    -15.95%    -13.06%     26.23%      -22.52%       -3.60%    -55.97%     54.86%
 90 days       32       18.8%    -37.22%    -16.76%     71.82%      -42.65%        9.14%    -59.04%    340.42%
180 days       29       34.5%    -18.36%     18.50%    126.74%      -29.71%       66.71%    -82.79%    470.80%
365 days       26       34.6%    -52.22%      8.68%    109.12%      -35.39%       52.76%    -91.72%    248.99%


========================================================================================================================
ICP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.15%
Rounded target for matching: -10%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       23.1%     -6.39%     -7.75%     10.27%      -13.96%       -1.55%    -23.71%     10.46%
 14 days       13       23.1%    -14.22%    -10.96%     11.14%      -17.69%       -4.23%    -26.65%     12.21%
 30 days       13        0.0%    -13.26%    -15.98%      9.96%      -22.01%       -9.96%    -38.82%     -3.57%
 90 days       13        7.7%    -35.22%    -33.86%     28.15%      -50.87%      -16.85%    -55.01%     55.83%
180 days       12        8.3%    -30.52%    -32.20%     27.57%      -49.71%      -14.68%    -74.29%     14.47%
365 days       11       36.4%    -50.73%      9.77%    103.28%      -59.62%       79.15%    -89.48%    155.39%


========================================================================================================================

Chart 9: THETA-USD (Overvalued by 19.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.683229
   +30d (1m): $0.461132 ($0.308665 - $0.688912)
   +60d (2m): $0.370361 ($0.247112 - $0.555081)
   +90d (3m): $0.297458 ($0.197699 - $0.447554)
   90-day outlook: 📉 Bearish Trend (-56.5%)
   Confidence: 78.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-25%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -24.96%
Rounded target for matching: -25%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       46.2%     -2.81%     -2.69%     12.02%       -7.54%        2.17%    -33.96%     24.71%
 14 days       26       57.7%      1.14%      2.52%     17.67%       -4.62%        9.65%    -31.09%     46.51%
 30 days       26       46.2%     -3.42%      5.89%     33.75%       -7.74%       19.53%    -43.07%     94.00%
 90 days       23       52.2%      1.86%     18.42%     75.27%      -14.13%       50.97%    -68.74%    249.75%
180 days       21       38.1%     -7.66%    117.77%    412.68%      -70.08%      305.62%    -61.96%   1783.11%
365 days       18       38.9%    -44.40%    887.96%   3311.19%     -758.65%     2534.58%    -86.58%  14477.05%


========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -25.49%
Rounded target for matching: -25%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       46.2%     -2.16%     -1.35%     12.31%       -6.32%        3.62%    -47.20%     22.53%
 14 days       26       38.5%     -1.72%     -0.27%     17.12%       -7.19%        6.64%    -44.22%     39.88%
 30 days       26       50.0%     -0.37%      3.31%     41.33%      -13.38%       20.00%    -60.51%    122.50%
 90 days       26       46.2%     -8.22%     15.11%     73.65%      -14.64%       44.86%    -63.61%    259.21%
180 days       25       48.0%    -13.49%     70.51%    241.61%      -29.23%      170.24%    -70.58%    892.23%
365 days       24       79.2%    112.56%   1482.85%   4315.90%     -339.60%     3305.29%    -81.46%  15957.83%


========================================================================================================================

Chart 10: ENA-USD (Overvalued by 18.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.286757
   +30d (1m): $0.196984 ($0.124319 - $0.312123)
   +60d (2m): $0.160037 ($0.100630 - $0.254513)
   +90d (3m): $0.130019 ($0.081391 - $0.207699)
   90-day outlook: 📉 Bearish Trend (-54.7%)
   Confidence: 71.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-18%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 11: XTZ-USD (Overvalued by 15.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.534569
   +30d (1m): $0.393105 ($0.295881 - $0.522275)
   +60d (2m): $0.332592 ($0.249766 - $0.442883)
   +90d (3m): $0.281394 ($0.210737 - $0.375739)
   90-day outlook: 📉 Bearish Trend (-47.4%)
   Confidence: 80.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-22%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -14.40%
Rounded target for matching: -14%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       53.6%      0.40%      0.95%     11.51%       -3.52%        5.41%    -18.53%     25.74%
 14 days       28       50.0%      0.45%      2.33%     18.57%       -4.87%        9.53%    -24.39%     58.72%
 30 days       28       46.4%     -2.96%      4.81%     30.67%       -7.08%       16.70%    -43.75%     81.49%
 90 days       24       54.2%      3.62%     25.06%     70.32%       -4.63%       54.75%    -65.26%    191.51%
180 days       23       52.2%     26.48%     25.71%     83.37%      -10.34%       61.76%    -90.71%    242.37%
365 days       19       36.8%    -49.43%     -2.35%     81.66%      -41.71%       37.01%    -67.90%    188.99%


========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -21.89%
Rounded target for matching: -22%
Similar historical periods found: 38
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       38       31.6%     -1.92%     -2.10%      8.51%       -4.90%        0.70%    -23.99%     16.88%
 14 days       38       34.2%     -2.50%     -5.57%     11.85%       -9.47%       -1.68%    -28.97%     15.95%
 30 days       38       15.8%     -8.26%     -7.54%     15.44%      -12.61%       -2.46%    -32.57%     38.97%
 90 days       37       51.4%      6.25%     10.83%     42.84%       -3.45%       25.11%    -62.86%    124.77%
180 days       37       56.8%     18.89%     25.17%     60.26%        5.08%       45.26%    -63.82%    169.32%
365 days       30       53.3%      1.23%     20.64%     90.05%      -12.98%       54.27%    -79.69%    276.51%


========================================================================================================================

Chart 12: RAY-USD (Overvalued by 14.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $2.22
   +30d (1m): $1.15 ($0.919846 - $1.44)
   +60d (2m): $0.682989 ($0.504493 - $0.924639)
   Confidence: 78.4% | Valuation: OVERVALUED
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RAY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -30.46%
Rounded target for matching: -30%
Similar historical periods found: 20
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       20       25.0%     -4.82%     -6.30%      9.21%      -10.61%       -1.99%    -34.15%      4.37%
 14 days       20       25.0%    -10.24%     -8.77%     14.21%      -15.42%       -2.12%    -30.90%     25.80%
 30 days       20       35.0%    -10.28%     -0.91%     40.02%      -19.64%       17.82%    -49.72%    124.69%
 90 days       20       35.0%    -48.41%     34.82%    135.31%      -28.51%       98.15%    -70.03%    275.59%
180 days       20       35.0%    -72.00%    -20.33%     87.90%      -61.47%       20.81%    -91.30%    210.36%
365 days       17        5.9%    -94.66%    -24.73%    256.99%     -156.87%      107.40%    -98.01%   1002.39%


========================================================================================================================

Chart 13: XMR-USD (Overvalued by 13.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $314.51
   +30d (1m): $291.05 ($228.04 - $371.48)
   +60d (2m): $306.60 ($240.17 - $391.40)
   +90d (3m): $322.98 ($252.94 - $412.41)
   90-day outlook: ➡️ Sideways Trend (+2.7%)
   Confidence: 80.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈48%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -10.67%
Rounded target for matching: -11%
Similar historical periods found: 54
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       54       61.1%      0.81%      0.42%      9.96%       -2.29%        3.14%    -24.27%     35.58%
 14 days       54       57.4%      2.26%      0.89%     17.05%       -3.76%        5.55%    -45.53%     72.48%
 30 days       54       57.4%      1.14%      0.09%     20.74%       -5.58%        5.75%    -42.58%     65.07%
 90 days       54       55.6%      7.00%      7.38%     40.39%       -3.65%       18.40%    -58.89%    202.49%
180 days       52       57.7%      2.44%      9.61%     53.50%       -5.28%       24.51%    -64.40%    243.86%
365 days       47       70.2%     18.00%     31.70%     82.50%        7.48%       55.92%    -65.04%    364.29%


========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 47.80%
Rounded target for matching: 48%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.30%     -0.10%      6.39%       -3.96%        3.76%    -10.81%      9.18%
 14 days       13       30.8%     -2.25%      0.53%     12.36%       -6.94%        8.00%    -23.31%     23.91%
 30 days       13       69.2%      2.21%      3.46%     21.46%       -9.50%       16.43%    -52.26%     32.17%
 90 days       11       90.9%     37.42%     29.93%     22.03%       15.13%       44.73%    -22.15%     61.71%
180 days        9       66.7%     56.51%     65.66%     80.94%        3.45%      127.88%    -21.42%    210.45%
365 days        9       66.7%    171.50%    125.21%    102.08%       46.74%      203.68%    -15.70%    248.61%


========================================================================================================================

CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 91
Average R-squared: 0.7402
Best R-squared: 0.989746
Average annual growth: 854845.2%

Valuation breakdown:
  🟡 FAIR_VALUE: 37 (40.7%) - Hold/Monitor
  🔴 OVERVALUED: 13 (14.3%) - Sell Warnings
  🟢 UNDERVALUED: 13 (14.3%) - Buy Opportunities

Optimal window distribution:
  30 days: 34 instruments (37.4%)
  60 days: 3 instruments (3.3%)
  90 days: 9 instruments (9.9%)
  120 days: 4 instruments (4.4%)
  180 days: 13 instruments (14.3%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 13
  🔴 High-quality overvalued warnings: 13
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

========================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GC=F            0.954565 500 d        35.1%   $3.4K           🟡 FAIR           4.9%
2    KC=F            0.931899 500 d        70.1%   $319.70         🟢 UNDER        -20.2%
3    DX=F            0.911545 120 d       -22.6%   $98.50          🟡 FAIR           1.3%
4    ES=F            0.910693 750 d        19.4%   $5.9K           🟡 FAIR          -5.1%
5    PL=F            0.904957 30  d      1227.3%   $1.3K           🟡 FAIR           0.3%
6    NQ=F            0.902314 750 d        27.4%   $21.5K          🟡 FAIR          -7.1%
7    CC=F            0.884221 750 d        86.5%   $8.8K           🟢 UNDER        -29.6%
8    LE=F            0.881556 180 d        29.7%   $211.77         🟡 FAIR          -3.4%
9    YM=F            0.879265 750 d        13.2%   $41.8K          🟡 FAIR          -6.1%
10   SI=F            0.872435 30  d       287.8%   $36.35          🟡 FAIR          -1.8%
11   HE=F            0.869187 60  d       165.6%   $112.18         🟡 FAIR           6.0%
12   ZS=F            0.869047 750 d       -16.1%   $1.1K           🔴 OVER          11.0%
13   SB=F            0.846934 60  d       -48.2%   $16.35          🟡 FAIR           0.2%
14   PA=F            0.788222 750 d       -25.2%   $1.1K           🔴 OVER          32.9%
15   OJ=F            0.776167 180 d       -72.4%   $237.60         🟡 FAIR           1.3%

📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9546)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.4K
   +30d (1m): $3.3K ($3.1K - $3.6K)
   +60d (2m): $3.5K ($3.2K - $3.7K)
   +90d (3m): $3.6K ($3.3K - $3.9K)
   90-day outlook: 📈 Bullish Trend (+6.1%)
   Confidence: 95.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈16%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.07%
Rounded target for matching: 0%
Similar historical periods found: 466
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      466       50.9%      0.06%      0.04%      2.86%       -0.22%        0.30%    -12.24%     12.72%
 14 days      466       53.2%      0.34%      0.53%      3.65%        0.19%        0.86%    -13.95%     12.92%
 30 days      466       57.9%      1.34%      1.87%      5.57%        1.36%        2.38%    -15.66%     24.01%
 90 days      465       73.3%      4.55%      4.74%      9.46%        3.88%        5.60%    -22.15%     32.26%
180 days      460       70.0%      7.89%      9.05%     14.13%        7.75%       10.34%    -25.58%     47.15%
365 days      442       77.8%     15.19%     17.35%     21.02%       15.38%       19.31%    -26.64%     67.34%


========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.11%
Rounded target for matching: 16%
Similar historical periods found: 111
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      111       60.4%      1.00%      0.64%      3.16%        0.04%        1.23%     -7.00%     11.44%
 14 days      111       56.8%      0.73%      0.84%      4.10%        0.06%        1.61%    -10.21%     10.15%
 30 days      111       58.6%      1.68%      1.66%      5.89%        0.55%        2.76%    -11.92%     15.89%
 90 days      108       72.2%      5.47%      6.15%      9.61%        4.31%        7.98%    -11.37%     29.86%
180 days      105       77.1%     12.19%     10.49%     12.27%        8.12%       12.87%    -31.46%     30.46%
365 days       90       91.1%     18.57%     17.49%     15.67%       14.21%       20.77%    -25.53%     50.63%


========================================================================================================================

Chart 2: KC=F (R² = 0.9319)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $319.70
   +30d (1m): $426.63 ($362.69 - $501.85)
   +60d (2m): $454.49 ($386.31 - $534.69)
   +90d (3m): $484.16 ($411.47 - $569.68)
   90-day outlook: 📈 Bullish Trend (+51.4%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-21%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.29%
Rounded target for matching: -20%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       84.2%      5.58%      4.37%      6.42%        1.28%        7.47%    -10.81%     19.07%
 14 days       19       73.7%      3.02%      3.32%      5.35%        0.74%        5.90%     -6.94%     12.31%
 30 days       19       52.6%      0.28%      1.28%      6.11%       -1.66%        4.23%     -6.66%     14.45%
 90 days       19       47.4%     -1.44%      7.11%     15.83%       -0.51%       14.74%    -12.51%     44.35%
180 days       19       57.9%      1.92%      3.33%     22.17%       -7.36%       14.01%    -25.87%     47.72%
365 days       19       68.4%     17.63%     11.23%     38.74%       -7.44%       29.90%    -44.24%    121.41%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -20.93%
Rounded target for matching: -21%
Similar historical periods found: 84
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       57.1%      0.85%      1.45%      6.94%       -0.06%        2.96%    -13.05%     44.18%
 14 days       84       42.9%     -0.63%     -0.18%      6.75%       -1.64%        1.29%    -12.80%     21.58%
 30 days       84       39.3%     -2.15%     -0.58%      9.16%       -2.57%        1.40%    -13.91%     25.88%
 90 days       84       39.3%     -3.48%     -1.42%     14.23%       -4.51%        1.66%    -25.87%     31.97%
180 days       84       38.1%    -13.56%     -5.29%     20.82%       -9.81%       -0.77%    -32.03%     54.79%
365 days       84       54.8%     13.09%      9.35%     54.92%       -2.57%       21.27%    -52.35%    176.11%


========================================================================================================================

Chart 3: DX=F (R² = 0.9115)
Error plotting DX=F: index 209 is out of bounds for axis 0 with size 180

Chart 4: ES=F (R² = 0.9107)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $5.9K
   +30d (1m): $6.4K ($5.8K - $7.0K)
   +60d (2m): $6.5K ($5.9K - $7.2K)
   +90d (3m): $6.7K ($6.1K - $7.3K)
   90-day outlook: 📈 Bullish Trend (+12.3%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈-3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.85%
Rounded target for matching: 5%
Similar historical periods found: 405
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      405       62.2%      0.41%      0.25%      1.81%        0.08%        0.43%     -7.25%      5.41%
 14 days      405       60.5%      0.71%      0.19%      2.96%       -0.10%        0.48%    -16.31%      7.10%
 30 days      405       64.4%      1.22%      0.60%      4.77%        0.13%        1.06%    -25.27%      9.61%
 90 days      405       71.4%      3.78%      2.86%      7.52%        2.13%        3.60%    -27.07%     17.35%
180 days      403       77.4%      8.05%      5.88%     11.48%        4.75%        7.00%    -41.90%     29.55%
365 days      369       78.3%     15.67%     11.09%     19.72%        9.07%       13.11%    -55.79%     54.21%


========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.67%
Rounded target for matching: -3%
Similar historical periods found: 191
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      191       61.3%      0.96%      0.40%      2.61%        0.02%        0.77%     -6.76%      6.39%
 14 days      191       59.7%      1.12%      0.20%      3.87%       -0.35%        0.75%    -11.01%      8.19%
 30 days      191       61.3%      1.84%      0.54%      5.11%       -0.19%        1.27%    -13.27%     10.81%
 90 days      189       66.1%      4.89%      1.81%     10.42%        0.31%        3.30%    -32.83%     21.65%
180 days      189       72.0%      8.06%      3.12%     15.83%        0.85%        5.40%    -47.39%     34.49%
365 days      189       74.1%     15.07%      9.20%     21.08%        6.17%       12.22%    -50.29%     46.83%


========================================================================================================================

Chart 5: PL=F (R² = 0.9050)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.3K
   +30d (1m): $1.7K ($1.6K - $1.9K)
   +60d (2m): $2.4K ($2.1K - $2.6K)
   Confidence: 90.5% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 25.73%
Rounded target for matching: 26%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       60.0%      0.20%     -2.69%      9.88%       -6.77%        1.39%    -43.95%      8.93%
 14 days       25       52.0%      0.34%     -1.98%     10.23%       -6.20%        2.24%    -42.84%     14.58%
 30 days       25       48.0%     -0.66%     -1.48%     10.98%       -6.01%        3.05%    -48.31%     11.30%
 90 days       25       60.0%      2.06%      0.76%     10.71%       -3.66%        5.18%    -34.19%     15.79%
180 days       25       72.0%     12.46%      9.31%     13.95%        3.55%       15.07%    -24.81%     26.85%
365 days       25       72.0%     11.52%     13.90%     22.81%        4.48%       23.32%    -24.00%     54.71%


========================================================================================================================

Chart 6: NQ=F (R² = 0.9023)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $21.5K
   +30d (1m): $23.8K ($20.8K - $27.2K)
   +60d (2m): $24.5K ($21.4K - $28.0K)
   +90d (3m): $25.2K ($22.0K - $28.9K)
   90-day outlook: 📈 Bullish Trend (+17.4%)
   Confidence: 90.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 12 periods in chart (90d ROC≈-2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.63%
Rounded target for matching: 8%
Similar historical periods found: 256
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      256       53.9%      0.31%      0.10%      2.79%       -0.24%        0.44%     -9.10%      8.31%
 14 days      256       51.6%      0.18%     -0.22%      4.07%       -0.72%        0.29%    -14.87%     10.29%
 30 days      256       59.8%      1.56%      0.21%      6.64%       -0.61%        1.02%    -25.77%     13.27%
 90 days      256       73.4%      5.35%      4.27%      9.47%        3.11%        5.44%    -39.74%     28.11%
180 days      256       78.1%     12.42%     10.04%     14.89%        8.21%       11.88%    -46.78%     41.04%
365 days      243       79.0%     21.06%     20.25%     25.18%       17.07%       23.43%    -55.35%     68.82%


========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.66%
Rounded target for matching: -2%
Similar historical periods found: 141
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      141       58.9%      0.43%      0.32%      3.66%       -0.29%        0.93%     -9.13%     10.78%
 14 days      141       59.6%      1.36%      0.68%      4.37%       -0.05%        1.41%    -10.88%     10.72%
 30 days      141       65.2%      2.19%      1.11%      6.87%       -0.04%        2.25%    -26.05%     15.95%
 90 days      140       77.1%      6.79%      5.85%     12.53%        3.75%        7.94%    -40.30%     38.67%
180 days      140       87.9%     11.87%     11.39%     17.04%        8.54%       14.23%    -42.04%     54.42%
365 days      138       90.6%     23.90%     26.44%     24.34%       22.34%       30.53%    -38.28%     86.75%


========================================================================================================================

Chart 7: CC=F (R² = 0.8842)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.8K
   +30d (1m): $13.4K ($9.1K - $19.6K)
   +60d (2m): $14.4K ($9.8K - $21.1K)
   +90d (3m): $15.5K ($10.6K - $22.8K)
   90-day outlook: 📈 Bullish Trend (+77.4%)
   Confidence: 88.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-13%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.53%
Rounded target for matching: -5%
Similar historical periods found: 192
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      192       48.4%     -0.12%      0.13%      5.29%       -0.62%        0.88%    -13.32%     29.13%
 14 days      192       53.1%      0.38%      0.89%      7.10%       -0.12%        1.90%    -18.44%     26.66%
 30 days      192       56.2%      1.26%      1.94%     11.30%        0.33%        3.55%    -31.04%     62.40%
 90 days      191       57.1%      3.89%      3.28%     14.41%        1.22%        5.33%    -31.02%     53.77%
180 days      186       66.1%      5.85%      7.84%     21.92%        4.67%       11.02%    -40.28%    115.50%
365 days      184       74.5%     10.24%     21.32%     39.28%       15.61%       27.03%    -33.53%    226.75%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -12.57%
Rounded target for matching: -13%
Similar historical periods found: 99
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       99       58.6%      0.88%      0.93%      5.52%       -0.17%        2.03%    -16.46%     20.62%
 14 days       99       58.6%      2.01%      1.89%      7.65%        0.37%        3.42%    -22.13%     26.66%
 30 days       99       55.6%      1.10%      1.16%      9.75%       -0.78%        3.11%    -26.63%     27.18%
 90 days       97       61.9%      3.33%      2.77%     15.07%       -0.26%        5.81%    -28.43%     53.77%
180 days       96       64.6%      6.74%      6.07%     22.69%        1.48%       10.67%    -34.65%     77.95%
365 days       93       55.9%      1.80%     10.94%     37.10%        3.30%       18.58%    -37.08%    131.82%


========================================================================================================================

Chart 8: LE=F (R² = 0.8816)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $211.77
   +30d (1m): $226.15 ($217.40 - $235.24)
   +60d (2m): $233.25 ($224.16 - $242.71)
   +90d (3m): $240.58 ($231.12 - $250.43)
   90-day outlook: 📈 Bullish Trend (+13.6%)
   Confidence: 88.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.89%
Rounded target for matching: -1%
Similar historical periods found: 365
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      365       55.3%      0.32%      0.28%      3.02%       -0.03%        0.59%    -13.86%     10.25%
 14 days      365       55.3%      0.52%      0.09%      4.08%       -0.33%        0.51%    -14.47%     11.03%
 30 days      365       55.9%      0.68%      0.22%      6.22%       -0.42%        0.86%    -24.33%     15.10%
 90 days      363       60.9%      2.11%      1.93%      9.65%        0.93%        2.92%    -22.69%     35.01%
180 days      357       61.9%      3.21%      2.72%     11.93%        1.48%        3.96%    -24.24%     31.91%
365 days      334       58.7%      5.55%      7.16%     17.30%        5.30%        9.02%    -32.19%     60.11%


========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.48%
Rounded target for matching: 5%
Similar historical periods found: 234
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      234       53.4%      0.26%     -0.15%      3.22%       -0.56%        0.27%    -14.58%      7.60%
 14 days      234       60.7%      0.85%      0.47%      4.32%       -0.09%        1.03%    -17.20%     10.92%
 30 days      234       61.1%      1.76%      0.87%      5.30%        0.19%        1.55%    -15.88%     13.76%
 90 days      225       55.1%      0.88%      1.36%      8.93%        0.19%        2.53%    -21.56%     26.47%
180 days      221       61.5%      2.60%      2.81%      8.87%        1.63%        3.98%    -27.64%     38.48%
365 days      209       58.9%      2.63%      6.52%     17.45%        4.14%        8.90%    -29.68%     44.53%


========================================================================================================================

Chart 9: YM=F (R² = 0.8793)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $41.8K
   +30d (1m): $45.2K ($41.8K - $48.8K)
   +60d (2m): $45.8K ($42.4K - $49.6K)
   +90d (3m): $46.5K ($43.0K - $50.3K)
   90-day outlook: 📈 Bullish Trend (+11.3%)
   Confidence: 87.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈-6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.41%
Rounded target for matching: 1%
Similar historical periods found: 583
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      583       57.1%      0.30%      0.18%      2.12%        0.00%        0.35%    -10.70%      6.02%
 14 days      583       60.4%      0.80%      0.27%      3.22%        0.01%        0.54%    -27.25%      7.93%
 30 days      583       61.6%      1.31%      0.75%      4.57%        0.38%        1.12%    -30.60%     11.31%
 90 days      580       74.5%      3.48%      3.32%      6.82%        2.76%        3.87%    -29.38%     23.31%
180 days      577       80.2%      7.23%      6.40%      9.67%        5.61%        7.19%    -36.83%     38.31%
365 days      549       83.6%     14.40%     11.60%     14.49%       10.38%       12.81%    -47.40%     39.16%


========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.25%
Rounded target for matching: -6%
Similar historical periods found: 81
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       81       64.2%      0.98%      0.92%      2.47%        0.37%        1.47%     -5.27%      6.48%
 14 days       81       79.0%      2.72%      1.94%      3.21%        1.23%        2.65%     -6.73%      8.13%
 30 days       81       72.8%      2.91%      2.48%      4.06%        1.58%        3.38%     -7.16%     15.12%
 90 days       77       77.9%      5.59%      4.80%      9.92%        2.54%        7.05%    -33.19%     18.60%
180 days       77       88.3%      8.04%      7.00%     15.52%        3.48%       10.52%    -41.56%     33.02%
365 days       77       88.3%     18.14%     13.75%     15.56%       10.22%       17.28%    -34.79%     34.53%


========================================================================================================================

Chart 10: SI=F (R² = 0.8724)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $36.35
   +30d (1m): $43.50 ($41.36 - $45.76)
   +60d (2m): $51.12 ($47.75 - $54.73)
   Confidence: 87.2% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.75%
Rounded target for matching: 12%
Similar historical periods found: 124
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      124       46.8%     -0.42%      0.04%      5.30%       -0.90%        0.98%    -15.46%     15.79%
 14 days      124       49.2%     -0.39%      0.92%      7.05%       -0.33%        2.18%    -13.73%     19.26%
 30 days      124       50.8%      0.52%      1.44%     12.63%       -0.80%        3.69%    -28.35%     62.29%
 90 days      122       54.1%      1.18%      3.96%     19.85%        0.40%        7.52%    -51.83%     63.23%
180 days      120       55.8%      2.23%      5.15%     24.78%        0.67%        9.63%    -44.89%     90.47%
365 days      111       56.8%      7.51%     18.19%     39.60%       10.74%       25.64%    -34.57%    139.29%


========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.23%
Rounded target for matching: 12%
Similar historical periods found: 104
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      104       59.6%      0.56%      0.68%      5.17%       -0.32%        1.69%    -10.77%     17.96%
 14 days      104       50.0%      0.18%      0.31%      7.45%       -1.14%        1.75%    -19.49%     25.39%
 30 days      104       55.8%      1.48%      2.68%      9.70%        0.79%        4.57%    -13.06%     34.98%
 90 days      104       57.7%      2.93%      5.49%     17.60%        2.06%        8.91%    -28.72%     54.44%
180 days       99       62.6%      7.47%     10.75%     23.90%        5.98%       15.52%    -35.09%     97.41%
365 days       92       70.7%     27.65%     24.32%     37.15%       16.63%       32.02%    -45.14%    122.41%


========================================================================================================================

Chart 11: HE=F (R² = 0.8692)
Error plotting HE=F: index 149 is out of bounds for axis 0 with size 120

Chart 12: ZS=F (R² = 0.8690)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $940.96 ($838.60 - $1.1K)
   +60d (2m): $921.52 ($821.24 - $1.0K)
   +90d (3m): $902.48 ($804.23 - $1.0K)
   90-day outlook: 📉 Bearish Trend (-15.4%)
   Confidence: 86.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.09%
Rounded target for matching: 3%
Similar historical periods found: 301
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      301       53.2%      0.13%      0.18%      3.47%       -0.21%        0.57%    -12.78%     13.02%
 14 days      301       47.5%     -0.28%      0.21%      5.43%       -0.40%        0.83%    -29.57%     18.26%
 30 days      301       56.1%      0.80%      1.21%      7.14%        0.40%        2.02%    -30.16%     24.72%
 90 days      295       49.2%     -0.23%      0.73%     15.22%       -1.01%        2.48%    -46.44%     46.18%
180 days      291       47.1%     -0.93%      5.10%     24.69%        2.25%        7.95%    -49.45%     84.55%
365 days      281       57.7%      3.18%     10.39%     33.34%        6.47%       14.31%    -43.83%    117.78%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.64%
Rounded target for matching: 2%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       49.0%     -0.21%     -0.37%      4.12%       -0.94%        0.19%    -26.42%     11.63%
 14 days      206       58.3%      0.69%      0.06%      6.38%       -0.82%        0.93%    -34.54%     15.98%
 30 days      206       55.8%      0.83%      0.07%      8.96%       -1.16%        1.30%    -37.66%     20.90%
 90 days      198       47.5%     -1.16%      1.49%     15.45%       -0.68%        3.65%    -45.87%     39.09%
180 days      189       50.8%      0.65%      5.55%     20.87%        2.56%        8.55%    -35.18%     77.72%
365 days      186       58.1%      5.25%     13.77%     34.42%        8.79%       18.75%    -38.44%    113.41%


========================================================================================================================

Chart 13: SB=F (R² = 0.8469)
Error plotting SB=F: index 149 is out of bounds for axis 0 with size 120

Chart 14: PA=F (R² = 0.7882)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $764.94 ($593.13 - $986.52)
   +60d (2m): $738.97 ($572.94 - $953.12)
   +90d (3m): $713.89 ($553.44 - $920.85)
   90-day outlook: 📉 Bearish Trend (-32.2%)
   Confidence: 78.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.58%
Rounded target for matching: 8%
Similar historical periods found: 167
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      167       56.9%      0.83%      1.25%      8.89%       -0.11%        2.61%    -18.50%     59.76%
 14 days      167       58.7%      1.00%      1.99%      9.13%        0.60%        3.39%    -23.45%     42.14%
 30 days      167       61.7%      3.45%      4.52%     11.22%        2.80%        6.23%    -25.14%     46.56%
 90 days      167       59.3%      2.69%      6.97%     22.02%        3.60%       10.33%    -50.31%     77.03%
180 days      162       61.7%      8.24%     10.17%     34.71%        4.79%       15.56%    -68.33%    135.94%
365 days      156       66.0%     17.21%     26.87%     57.98%       17.70%       36.04%    -69.34%    268.97%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.39%
Rounded target for matching: 5%
Similar historical periods found: 100
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      100       44.0%     -0.53%      1.91%     11.59%       -0.39%        4.21%     -9.98%     63.56%
 14 days      100       55.0%      1.17%      1.95%      9.65%        0.04%        3.87%    -14.55%     42.83%
 30 days      100       56.0%      2.27%      3.69%     11.72%        1.37%        6.02%    -25.37%     54.23%
 90 days       98       66.3%     11.24%      7.19%     20.53%        3.07%       11.31%    -51.61%     57.62%
180 days       98       59.2%      5.21%     11.17%     37.04%        3.75%       18.60%    -54.21%    107.60%
365 days       93       59.1%     20.71%     23.20%     53.79%       12.12%       34.28%    -58.45%    165.97%


========================================================================================================================

Chart 15: OJ=F (R² = 0.7762)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $237.60
   +30d (1m): $201.31 ($151.25 - $267.93)
   +60d (2m): $172.73 ($129.49 - $230.42)
   +90d (3m): $148.21 ($110.80 - $198.26)
   90-day outlook: 📉 Bearish Trend (-37.6%)
   Confidence: 77.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-44%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -15.95%
Rounded target for matching: -16%
Similar historical periods found: 59
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       59       57.6%      1.95%      2.86%      7.98%        0.78%        4.94%    -23.44%     23.24%
 14 days       59       59.3%      2.87%      3.49%     11.12%        0.60%        6.39%    -33.04%     31.81%
 30 days       59       50.8%      0.25%      3.48%     13.87%       -0.13%        7.10%    -38.52%     43.61%
 90 days       59       67.8%      6.65%      8.54%     21.81%        2.86%       14.23%    -41.38%     55.09%
180 days       58       67.2%     11.71%     17.90%     35.12%        8.66%       27.13%    -39.37%     99.27%
365 days       56       64.3%     18.59%     29.86%     52.76%       15.73%       43.99%    -52.04%    135.34%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -43.86%
Rounded target for matching: -44%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       50.0%      0.87%     -0.08%      7.50%       -7.95%        7.79%    -13.43%      8.15%
 14 days        6       83.3%      7.10%      5.96%     11.95%       -6.59%       18.50%    -16.47%     20.22%
 30 days        6       83.3%      3.09%      7.98%      9.87%       -2.38%       18.33%     -0.74%     27.45%
 90 days        4       75.0%      2.57%      3.57%      4.14%       -3.02%       10.16%     -1.05%     10.18%
180 days        4      100.0%     15.04%     16.72%      4.38%        9.75%       23.69%     12.67%     24.10%
365 days        4      100.0%     19.64%     20.96%      3.78%       14.94%       26.98%     17.33%     27.22%


========================================================================================================================

========================================================================================================================
🟢 TOP 2 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    CC=F             29.6%  0.884221     86.5%   $8.8K              42.0%  750 d
2    KC=F             20.2%  0.931899     70.1%   $319.70            25.3%  500 d

📊 DISPLAYING ALL 2 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 29.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.8K
   +30d (1m): $13.4K ($9.1K - $19.6K)
   +60d (2m): $14.4K ($9.8K - $21.1K)
   +90d (3m): $15.5K ($10.6K - $22.8K)
   90-day outlook: 📈 Bullish Trend (+77.4%)
   Confidence: 88.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-13%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.53%
Rounded target for matching: -5%
Similar historical periods found: 192
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      192       48.4%     -0.12%      0.13%      5.29%       -0.62%        0.88%    -13.32%     29.13%
 14 days      192       53.1%      0.38%      0.89%      7.10%       -0.12%        1.90%    -18.44%     26.66%
 30 days      192       56.2%      1.26%      1.94%     11.30%        0.33%        3.55%    -31.04%     62.40%
 90 days      191       57.1%      3.89%      3.28%     14.41%        1.22%        5.33%    -31.02%     53.77%
180 days      186       66.1%      5.85%      7.84%     21.92%        4.67%       11.02%    -40.28%    115.50%
365 days      184       74.5%     10.24%     21.32%     39.28%       15.61%       27.03%    -33.53%    226.75%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -12.57%
Rounded target for matching: -13%
Similar historical periods found: 99
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       99       58.6%      0.88%      0.93%      5.52%       -0.17%        2.03%    -16.46%     20.62%
 14 days       99       58.6%      2.01%      1.89%      7.65%        0.37%        3.42%    -22.13%     26.66%
 30 days       99       55.6%      1.10%      1.16%      9.75%       -0.78%        3.11%    -26.63%     27.18%
 90 days       97       61.9%      3.33%      2.77%     15.07%       -0.26%        5.81%    -28.43%     53.77%
180 days       96       64.6%      6.74%      6.07%     22.69%        1.48%       10.67%    -34.65%     77.95%
365 days       93       55.9%      1.80%     10.94%     37.10%        3.30%       18.58%    -37.08%    131.82%


========================================================================================================================

Chart 2: KC=F (Undervalued by 20.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $319.70
   +30d (1m): $426.63 ($362.69 - $501.85)
   +60d (2m): $454.49 ($386.31 - $534.69)
   +90d (3m): $484.16 ($411.47 - $569.68)
   90-day outlook: 📈 Bullish Trend (+51.4%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-21%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.29%
Rounded target for matching: -20%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       84.2%      5.58%      4.37%      6.42%        1.28%        7.47%    -10.81%     19.07%
 14 days       19       73.7%      3.02%      3.32%      5.35%        0.74%        5.90%     -6.94%     12.31%
 30 days       19       52.6%      0.28%      1.28%      6.11%       -1.66%        4.23%     -6.66%     14.45%
 90 days       19       47.4%     -1.44%      7.11%     15.83%       -0.51%       14.74%    -12.51%     44.35%
180 days       19       57.9%      1.92%      3.33%     22.17%       -7.36%       14.01%    -25.87%     47.72%
365 days       19       68.4%     17.63%     11.23%     38.74%       -7.44%       29.90%    -44.24%    121.41%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -20.93%
Rounded target for matching: -21%
Similar historical periods found: 84
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       57.1%      0.85%      1.45%      6.94%       -0.06%        2.96%    -13.05%     44.18%
 14 days       84       42.9%     -0.63%     -0.18%      6.75%       -1.64%        1.29%    -12.80%     21.58%
 30 days       84       39.3%     -2.15%     -0.58%      9.16%       -2.57%        1.40%    -13.91%     25.88%
 90 days       84       39.3%     -3.48%     -1.42%     14.23%       -4.51%        1.66%    -25.87%     31.97%
180 days       84       38.1%    -13.56%     -5.29%     20.82%       -9.81%       -0.77%    -32.03%     54.79%
365 days       84       54.8%     13.09%      9.35%     54.92%       -2.57%       21.27%    -52.35%    176.11%


========================================================================================================================

========================================================================================================================
🔴 TOP 3 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    PA=F             32.9%  0.788222    -25.2%   $1.1K              24.8%  750 d
2    ZW=F             18.4%  0.742019    -14.4%   $589.50            15.6%  750 d
3    ZS=F             11.0%  0.869047    -16.1%   $1.1K               9.9%  750 d

📊 DISPLAYING ALL 3 OVERVALUED FUTURES WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 32.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $764.94 ($593.13 - $986.52)
   +60d (2m): $738.97 ($572.94 - $953.12)
   +90d (3m): $713.89 ($553.44 - $920.85)
   90-day outlook: 📉 Bearish Trend (-32.2%)
   Confidence: 78.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.58%
Rounded target for matching: 8%
Similar historical periods found: 167
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      167       56.9%      0.83%      1.25%      8.89%       -0.11%        2.61%    -18.50%     59.76%
 14 days      167       58.7%      1.00%      1.99%      9.13%        0.60%        3.39%    -23.45%     42.14%
 30 days      167       61.7%      3.45%      4.52%     11.22%        2.80%        6.23%    -25.14%     46.56%
 90 days      167       59.3%      2.69%      6.97%     22.02%        3.60%       10.33%    -50.31%     77.03%
180 days      162       61.7%      8.24%     10.17%     34.71%        4.79%       15.56%    -68.33%    135.94%
365 days      156       66.0%     17.21%     26.87%     57.98%       17.70%       36.04%    -69.34%    268.97%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.39%
Rounded target for matching: 5%
Similar historical periods found: 100
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      100       44.0%     -0.53%      1.91%     11.59%       -0.39%        4.21%     -9.98%     63.56%
 14 days      100       55.0%      1.17%      1.95%      9.65%        0.04%        3.87%    -14.55%     42.83%
 30 days      100       56.0%      2.27%      3.69%     11.72%        1.37%        6.02%    -25.37%     54.23%
 90 days       98       66.3%     11.24%      7.19%     20.53%        3.07%       11.31%    -51.61%     57.62%
180 days       98       59.2%      5.21%     11.17%     37.04%        3.75%       18.60%    -54.21%    107.60%
365 days       93       59.1%     20.71%     23.20%     53.79%       12.12%       34.28%    -58.45%    165.97%


========================================================================================================================

Chart 2: ZW=F (Overvalued by 18.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $589.50
   +30d (1m): $488.62 ($418.49 - $570.49)
   +60d (2m): $479.67 ($410.81 - $560.07)
   +90d (3m): $470.88 ($403.26 - $549.84)
   90-day outlook: 📉 Bearish Trend (-20.1%)
   Confidence: 74.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 24 periods in chart (90d ROC≈1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 13.58%
Rounded target for matching: 14%
Similar historical periods found: 74
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       74       44.6%     -0.45%     -0.49%      5.29%       -1.71%        0.74%    -12.08%     10.97%
 14 days       74       44.6%     -1.92%     -0.27%      8.30%       -2.20%        1.65%    -16.88%     28.79%
 30 days       74       31.1%     -3.45%     -2.56%      9.65%       -4.79%       -0.32%    -23.03%     39.52%
 90 days       73       49.3%     -1.21%      0.73%     17.32%       -3.31%        4.77%    -37.76%     59.17%
180 days       72       51.4%      0.62%     -0.32%     23.13%       -5.76%        5.11%    -50.80%     79.34%
365 days       70       48.6%     -3.55%      9.23%     41.42%       -0.65%       19.11%    -51.60%    141.58%


========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.16%
Rounded target for matching: 1%
Similar historical periods found: 176
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      176       50.0%      0.04%      0.37%      4.61%       -0.32%        1.06%    -10.63%     21.00%
 14 days      176       47.7%     -0.53%      0.60%      6.83%       -0.41%        1.62%    -15.65%     28.25%
 30 days      176       50.6%      0.12%      1.43%      9.27%        0.05%        2.81%    -17.78%     35.41%
 90 days      170       52.9%      0.59%      2.51%     13.03%        0.54%        4.49%    -22.61%     44.09%
180 days      162       58.6%      3.95%      5.96%     17.60%        3.23%        8.69%    -30.39%     79.42%
365 days      156       76.9%     17.87%     23.79%     37.28%       17.90%       29.69%    -25.52%    170.47%


========================================================================================================================

Chart 3: ZS=F (Overvalued by 11.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $940.96 ($838.60 - $1.1K)
   +60d (2m): $921.52 ($821.24 - $1.0K)
   +90d (3m): $902.48 ($804.23 - $1.0K)
   90-day outlook: 📉 Bearish Trend (-15.4%)
   Confidence: 86.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.09%
Rounded target for matching: 3%
Similar historical periods found: 301
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      301       53.2%      0.13%      0.18%      3.47%       -0.21%        0.57%    -12.78%     13.02%
 14 days      301       47.5%     -0.28%      0.21%      5.43%       -0.40%        0.83%    -29.57%     18.26%
 30 days      301       56.1%      0.80%      1.21%      7.14%        0.40%        2.02%    -30.16%     24.72%
 90 days      295       49.2%     -0.23%      0.73%     15.22%       -1.01%        2.48%    -46.44%     46.18%
180 days      291       47.1%     -0.93%      5.10%     24.69%        2.25%        7.95%    -49.45%     84.55%
365 days      281       57.7%      3.18%     10.39%     33.34%        6.47%       14.31%    -43.83%    117.78%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.64%
Rounded target for matching: 2%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       49.0%     -0.21%     -0.37%      4.12%       -0.94%        0.19%    -26.42%     11.63%
 14 days      206       58.3%      0.69%      0.06%      6.38%       -0.82%        0.93%    -34.54%     15.98%
 30 days      206       55.8%      0.83%      0.07%      8.96%       -1.16%        1.30%    -37.66%     20.90%
 90 days      198       47.5%     -1.16%      1.49%     15.45%       -0.68%        3.65%    -45.87%     39.09%
180 days      189       50.8%      0.65%      5.55%     20.87%        2.56%        8.55%    -35.18%     77.72%
365 days      186       58.1%      5.25%     13.77%     34.42%        8.79%       18.75%    -38.44%    113.41%


========================================================================================================================

FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.7548
Best R-squared: 0.954565
Average annual growth: 78.0%

Valuation breakdown:
  🟡 FAIR_VALUE: 11 (37.9%) - Hold/Monitor
  🔴 OVERVALUED: 3 (10.3%) - Sell Warnings
  🟢 UNDERVALUED: 2 (6.9%) - Buy Opportunities

Optimal window distribution:
  30 days: 4 instruments (13.8%)
  60 days: 2 instruments (6.9%)
  120 days: 3 instruments (10.3%)
  180 days: 2 instruments (6.9%)
  250 days: 1 instruments (3.4%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 2
  🔴 High-quality overvalued warnings: 3
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

========================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    T               0.959294 504 d        51.9%   $27.66          🟡 FAIR          -0.8%
2    NFLX            0.943460 504 d        75.2%   $1.2K           🟡 FAIR           7.5%
3    PM              0.941049 378 d        68.7%   $182.61         🟡 FAIR           6.3%
4    BRK-B           0.936763 504 d        25.6%   $485.14         🟡 FAIR          -7.7%
5    JPM             0.934394 504 d        44.2%   $273.96         🟡 FAIR          -1.4%
6    IBM             0.932707 504 d        46.9%   $283.21         🟡 FAIR           5.4%
7    MRK             0.928794 252 d       -39.2%   $79.29          🟡 FAIR           4.5%
8    WMT             0.926609 504 d        50.2%   $95.09          🟡 FAIR          -7.2%
9    COST            0.924988 504 d        47.3%   $974.90         🟢 UNDER        -13.3%
10   MSFT            0.921972 21  d       118.0%   $480.24         🟡 FAIR          -0.1%
11   AVGO            0.905013 504 d        76.9%   $251.26         🟡 FAIR           2.0%
12   MA              0.897514 504 d        23.2%   $538.73         🟡 FAIR          -5.9%
13   RTX             0.897475 42  d       211.0%   $145.87         🟡 FAIR           0.2%
14   V               0.892876 252 d        44.9%   $340.38         🟡 FAIR          -8.2%
15   NVDA            0.890012 42  d       930.9%   $145.48         🟡 FAIR          -5.2%

📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: T (R² = 0.9593)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $27.66
   +30d (1m): $29.30 ($26.56 - $32.32)
   +60d (2m): $30.79 ($27.91 - $33.97)
   +90d (3m): $32.36 ($29.33 - $35.70)
   90-day outlook: 📈 Bullish Trend (+17.0%)
   Confidence: 95.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈14%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.78%
Rounded target for matching: -2%
Similar historical periods found: 520
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      520       52.7%      0.21%      0.26%      3.38%       -0.03%        0.56%    -11.36%     10.81%
 14 days      520       53.1%      0.49%      0.77%      4.77%        0.36%        1.19%    -23.48%     19.50%
 30 days      520       61.2%      1.55%      1.31%      6.36%        0.76%        1.85%    -24.73%     25.89%
 90 days      519       69.2%      4.56%      4.81%     10.48%        3.91%        5.72%    -41.80%     36.19%
180 days      517       73.7%      8.42%     10.14%     16.49%        8.72%       11.57%    -41.78%     50.67%
365 days      508       80.3%     19.54%     23.66%     28.36%       21.19%       26.13%    -44.40%    104.15%


========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.91%
Rounded target for matching: 14%
Similar historical periods found: 286
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      286       60.5%      0.55%      0.49%      2.89%        0.15%        0.82%    -11.52%      8.52%
 14 days      286       64.7%      1.46%      1.14%      4.24%        0.65%        1.64%    -16.02%     10.05%
 30 days      286       65.4%      3.38%      2.93%      6.62%        2.16%        3.70%    -16.75%     22.09%
 90 days      286       69.2%      8.39%      6.93%     12.70%        5.45%        8.41%    -25.09%     33.47%
180 days      284       72.9%     12.66%     13.10%     18.14%       10.98%       15.22%    -24.33%     54.24%
365 days      273       78.4%     19.97%     23.00%     26.55%       19.83%       26.16%    -34.09%    104.15%


========================================================================================================================

Chart 2: NFLX (R² = 0.9435)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.2K
   +30d (1m): $1.2K ($1.0K - $1.4K)
   +60d (2m): $1.3K ($1.1K - $1.5K)
   +90d (3m): $1.4K ($1.2K - $1.6K)
   90-day outlook: 📈 Bullish Trend (+13.7%)
   Confidence: 94.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈21%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.44%
Rounded target for matching: 7%
Similar historical periods found: 172
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      172       51.2%      0.24%      0.00%      7.53%       -1.13%        1.13%    -30.97%     23.22%
 14 days      172       55.2%      0.83%      1.08%     11.64%       -0.67%        2.83%    -50.34%     33.20%
 30 days      172       65.1%      4.80%      4.23%     15.62%        1.88%        6.58%    -52.80%     39.22%
 90 days      171       67.3%     12.05%     13.07%     34.93%        7.80%       18.35%    -77.31%    129.82%
180 days      165       71.5%     29.19%     29.08%     54.17%       20.75%       37.41%    -72.44%    190.29%
365 days      156       63.5%     40.01%     56.75%    109.64%       39.41%       74.09%    -71.70%    498.11%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 20.55%
Rounded target for matching: 21%
Similar historical periods found: 66
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       66       62.1%      1.86%      2.38%      7.32%        0.58%        4.18%    -11.31%     26.46%
 14 days       66       62.1%      3.23%      4.39%      9.64%        2.02%        6.76%    -19.40%     28.39%
 30 days       66       74.2%      8.76%      8.54%     14.08%        5.08%       12.00%    -19.31%     49.19%
 90 days       61       62.3%     10.32%      9.40%     27.48%        2.36%       16.44%    -56.79%     80.56%
180 days       60       56.7%     12.72%     17.34%     52.43%        3.80%       30.89%    -71.24%    142.07%
365 days       54       74.1%     47.20%     47.85%     67.80%       29.34%       66.35%    -75.29%    237.54%


========================================================================================================================

Chart 3: PM (R² = 0.9410)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $182.61
   +30d (1m): $182.78 ($163.37 - $204.49)
   +60d (2m): $194.53 ($173.84 - $217.67)
   +90d (3m): $207.03 ($184.98 - $231.70)
   90-day outlook: 📈 Bullish Trend (+13.4%)
   Confidence: 94.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈28%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.90%
Rounded target for matching: 5%
Similar historical periods found: 205
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      205       48.3%     -0.05%     -0.16%      3.17%       -0.60%        0.27%     -8.25%     14.96%
 14 days      205       52.7%      0.32%      0.12%      4.81%       -0.54%        0.78%    -14.84%     19.86%
 30 days      205       43.9%     -0.89%      0.28%      6.66%       -0.63%        1.20%    -24.55%     19.59%
 90 days      199       56.3%      1.83%      2.08%     12.11%        0.39%        3.77%    -28.34%     42.44%
180 days      192       66.7%      5.18%      7.90%     15.88%        5.64%       10.16%    -28.58%     55.62%
365 days      185       78.4%     11.78%     17.27%     23.67%       13.84%       20.71%    -24.99%    108.32%


========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 27.57%
Rounded target for matching: 28%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       68.0%      1.28%      0.52%      2.43%       -0.49%        1.52%     -5.06%      4.76%
 14 days       25       44.0%     -0.86%     -0.46%      4.01%       -2.12%        1.19%     -9.72%      5.76%
 30 days       25       56.0%      0.75%      0.69%      5.17%       -1.45%        2.82%     -9.21%      9.14%
 90 days       23       47.8%     -0.96%     -0.24%      8.37%       -3.86%        3.38%    -14.08%     10.63%
180 days       23       65.2%      3.29%      7.38%     18.99%       -0.83%       15.59%    -13.19%     52.36%
365 days       20       50.0%      0.42%      3.08%     24.44%       -8.35%       14.52%    -25.70%     62.20%


========================================================================================================================

Chart 4: BRK-B (R² = 0.9368)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $485.14
   +30d (1m): $540.31 ($505.01 - $578.07)
   +60d (2m): $555.18 ($518.89 - $594.02)
   +90d (3m): $570.47 ($533.14 - $610.41)
   90-day outlook: 📈 Bullish Trend (+17.6%)
   Confidence: 93.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 33 periods in chart (90d ROC≈3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.31%
Rounded target for matching: -5%
Similar historical periods found: 213
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      213       54.0%      0.30%     -0.23%      3.74%       -0.74%        0.27%    -11.88%     14.02%
 14 days      213       54.5%      0.18%      0.05%      5.54%       -0.69%        0.80%    -21.86%     15.96%
 30 days      213       57.3%      1.12%      1.06%      7.34%        0.07%        2.06%    -17.29%     25.89%
 90 days      213       61.5%      3.17%      1.67%     11.34%        0.14%        3.21%    -32.38%     25.01%
180 days      211       71.6%      5.45%      5.11%     16.41%        2.89%        7.34%    -44.20%     55.80%
365 days      211       79.1%     11.56%     15.36%     20.08%       12.64%       18.09%    -35.57%     67.79%


========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.62%
Rounded target for matching: 3%
Similar historical periods found: 334
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      334       56.0%      0.35%      0.54%      3.00%        0.22%        0.86%    -11.70%     18.94%
 14 days      334       64.1%      1.32%      1.11%      4.50%        0.63%        1.59%    -21.86%     21.07%
 30 days      334       69.2%      2.31%      2.42%      6.09%        1.77%        3.08%    -19.63%     24.47%
 90 days      330       77.9%      6.53%      6.20%     10.16%        5.10%        7.30%    -26.59%     49.32%
180 days      320       76.2%     11.69%     10.56%     14.07%        9.01%       12.11%    -32.95%     75.13%
365 days      309       88.0%     22.64%     21.88%     21.20%       19.50%       24.25%    -31.70%    128.35%


========================================================================================================================

Chart 5: JPM (R² = 0.9344)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $273.96
   +30d (1m): $290.18 ($259.82 - $324.08)
   +60d (2m): $303.10 ($271.36 - $338.54)
   +90d (3m): $316.59 ($283.42 - $353.65)
   90-day outlook: 📈 Bullish Trend (+15.6%)
   Confidence: 93.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.91%
Rounded target for matching: 10%
Similar historical periods found: 339
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      339       54.0%      0.46%      0.44%      4.69%       -0.06%        0.94%    -12.21%     29.09%
 14 days      339       58.7%      0.98%      1.27%      6.15%        0.61%        1.93%    -17.13%     23.03%
 30 days      339       60.5%      2.20%      1.94%      9.30%        0.95%        2.94%    -34.32%     35.76%
 90 days      339       56.0%      1.89%      2.54%     17.62%        0.66%        4.43%    -52.97%     55.74%
180 days      331       66.5%      9.59%     10.17%     23.78%        7.60%       12.74%    -44.50%     77.05%
365 days      320       71.2%     17.92%     22.96%     34.90%       19.13%       26.80%    -67.26%    107.49%


========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.06%
Rounded target for matching: 0%
Similar historical periods found: 282
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      282       53.2%      0.30%      0.40%      4.55%       -0.13%        0.93%    -14.19%     19.97%
 14 days      282       53.5%      0.62%      0.93%      6.75%        0.13%        1.72%    -18.65%     20.16%
 30 days      282       63.5%      2.30%      2.63%      9.22%        1.55%        3.71%    -29.78%     39.60%
 90 days      280       70.7%      9.04%      8.04%     17.82%        5.95%       10.14%    -49.88%     69.98%
180 days      280       69.6%     11.27%     12.95%     22.80%       10.27%       15.63%    -48.90%     77.11%
365 days      280       73.9%     21.41%     23.61%     34.15%       19.60%       27.63%    -54.18%    105.36%


========================================================================================================================

Chart 6: IBM (R² = 0.9327)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $283.21
   +30d (1m): $281.27 ($250.05 - $316.40)
   +60d (2m): $294.45 ($261.73 - $331.25)
   +90d (3m): $308.23 ($273.96 - $346.80)
   90-day outlook: 📈 Bullish Trend (+8.8%)
   Confidence: 93.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈14%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.44%
Rounded target for matching: 14%
Similar historical periods found: 195
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      195       50.3%      0.11%      0.09%      3.81%       -0.45%        0.63%    -13.73%     10.63%
 14 days      195       56.9%      0.71%      0.22%      5.16%       -0.51%        0.95%    -22.03%     15.75%
 30 days      195       55.9%      0.94%      0.72%      8.15%       -0.44%        1.87%    -30.31%     29.10%
 90 days      194       68.0%      6.03%      5.38%     14.11%        3.38%        7.38%    -29.70%     44.91%
180 days      188       64.9%     12.29%     12.01%     25.22%        8.38%       15.64%    -46.15%    105.19%
365 days      177       72.9%     14.48%     26.21%     37.71%       20.62%       31.81%    -51.01%    116.50%


========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.73%
Rounded target for matching: 14%
Similar historical periods found: 329
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      329       55.6%      0.38%      0.27%      3.58%       -0.12%        0.66%    -12.88%     14.06%
 14 days      329       60.2%      1.06%      0.56%      4.95%        0.02%        1.09%    -16.75%     16.81%
 30 days      329       56.2%      0.92%      1.32%      7.52%        0.50%        2.13%    -21.64%     26.09%
 90 days      325       55.4%      2.40%      2.29%     13.72%        0.79%        3.79%    -36.57%     44.91%
180 days      323       59.8%      4.31%      4.93%     22.40%        2.48%        7.38%    -50.31%     74.27%
365 days      317       66.6%      8.64%     16.59%     32.32%       13.02%       20.16%    -49.47%    119.05%


========================================================================================================================

Chart 7: MRK (R² = 0.9288)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $79.29
   +30d (1m): $71.50 ($66.05 - $77.39)
   +60d (2m): $67.39 ($62.24 - $72.96)
   +90d (3m): $63.51 ($58.64 - $68.79)
   90-day outlook: 📉 Bearish Trend (-19.9%)
   Confidence: 92.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.32%
Rounded target for matching: 1%
Similar historical periods found: 882
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      882       50.7%      0.19%     -0.06%      4.42%       -0.35%        0.23%    -32.68%     12.67%
 14 days      882       52.2%      0.39%      0.07%      5.88%       -0.32%        0.46%    -31.40%     18.94%
 30 days      882       57.6%      1.07%      0.80%      8.87%        0.21%        1.38%    -42.12%     22.92%
 90 days      882       64.2%      5.32%      4.51%     14.36%        3.56%        5.46%    -43.05%     47.08%
180 days      877       68.3%      9.43%      9.29%     20.23%        7.95%       10.63%    -44.82%     86.44%
365 days      862       70.1%     18.05%     21.09%     35.45%       18.72%       23.46%    -52.98%    200.25%


========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.45%
Rounded target for matching: -7%
Similar historical periods found: 326
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      326       54.6%      0.42%      0.34%      3.90%       -0.08%        0.77%     -9.76%     10.96%
 14 days      326       56.1%      0.68%      1.03%      5.55%        0.43%        1.64%    -17.42%     15.22%
 30 days      326       54.6%      1.07%      1.35%      8.20%        0.46%        2.24%    -28.08%     20.04%
 90 days      325       68.6%      4.00%      4.80%     13.64%        3.31%        6.29%    -28.24%     41.10%
180 days      325       61.5%      9.99%      8.04%     21.18%        5.73%       10.35%    -35.46%     56.52%
365 days      321       63.9%     18.36%     21.14%     38.72%       16.89%       25.39%    -44.37%    134.89%


========================================================================================================================

Chart 8: WMT (R² = 0.9266)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $95.09
   +30d (1m): $107.50 ($94.36 - $122.48)
   +60d (2m): $112.84 ($99.03 - $128.56)
   +90d (3m): $118.43 ($103.93 - $134.96)
   90-day outlook: 📈 Bullish Trend (+24.5%)
   Confidence: 92.7% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.28%
Rounded target for matching: -3%
Similar historical periods found: 541
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      541       56.4%      0.53%      0.29%      4.34%       -0.08%        0.65%    -29.31%     21.37%
 14 days      541       58.0%      0.87%      0.92%      6.09%        0.40%        1.43%    -34.11%     23.53%
 30 days      541       62.5%      2.37%      2.66%      8.82%        1.91%        3.40%    -38.73%     36.11%
 90 days      540       70.6%      5.33%      7.56%     16.35%        6.18%        8.94%    -58.85%     85.73%
180 days      540       74.3%     10.62%     14.08%     23.92%       12.06%       16.10%    -39.20%    143.04%
365 days      537       76.2%     20.71%     34.65%     50.43%       30.37%       38.92%    -52.00%    337.32%


========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.51%
Rounded target for matching: -6%
Similar historical periods found: 238
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      238       62.2%      1.15%      1.05%      4.07%        0.53%        1.57%    -11.25%     16.06%
 14 days      238       65.1%      2.10%      1.61%      4.96%        0.97%        2.24%    -12.09%     17.07%
 30 days      238       73.9%      3.40%      3.23%      8.22%        2.18%        4.28%    -31.15%     47.56%
 90 days      238       68.9%      6.62%      6.68%     13.08%        5.01%        8.35%    -34.75%     62.76%
180 days      238       72.7%      8.21%     11.98%     21.94%        9.18%       14.78%    -22.70%    124.27%
365 days      238       77.7%     14.83%     24.57%     39.76%       19.49%       29.65%    -27.60%    300.89%


========================================================================================================================

Chart 9: COST (R² = 0.9250)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $974.90
   +30d (1m): $1.2K ($1.0K - $1.3K)
   +60d (2m): $1.2K ($1.1K - $1.4K)
   +90d (3m): $1.3K ($1.1K - $1.5K)
   90-day outlook: 📈 Bullish Trend (+32.4%)
   Confidence: 92.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.52%
Rounded target for matching: -4%
Similar historical periods found: 327
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      327       59.6%      0.82%      0.95%      4.62%        0.45%        1.45%    -25.00%     19.60%
 14 days      327       59.9%      1.94%      1.81%      7.15%        1.03%        2.58%    -34.74%     28.63%
 30 days      327       62.1%      2.68%      2.72%      9.38%        1.70%        3.74%    -34.61%     32.62%
 90 days      327       68.2%      8.34%      6.96%     15.00%        5.32%        8.59%    -36.39%     54.25%
180 days      321       79.4%     14.39%     12.96%     21.48%       10.60%       15.32%    -43.10%     82.79%
365 days      316       78.5%     21.70%     24.56%     35.56%       20.63%       28.50%    -48.67%    189.54%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.48%
Rounded target for matching: -6%
Similar historical periods found: 175
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      175       61.1%      1.16%      0.67%      4.87%       -0.06%        1.39%    -24.93%     17.36%
 14 days      175       59.4%      1.93%      1.06%      6.85%        0.04%        2.09%    -27.10%     19.15%
 30 days      175       64.6%      2.15%      2.51%      8.44%        1.25%        3.76%    -22.90%     29.13%
 90 days      174       73.6%      9.29%      9.08%     16.39%        6.63%       11.53%    -40.82%     55.11%
180 days      174       75.9%     12.71%     12.76%     20.64%        9.67%       15.85%    -31.01%     75.40%
365 days      174       83.9%     29.96%     29.83%     30.43%       25.27%       34.38%    -31.01%    112.02%


========================================================================================================================

Chart 10: MSFT (R² = 0.9220)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: $480.24
   +30d (1m): $527.35 ($516.82 - $538.09)
   +60d (2m): $578.63 ($560.94 - $596.88)
   Confidence: 92.2% | Valuation: FAIR VALUE
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.03%
Rounded target for matching: 11%
Similar historical periods found: 253
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      253       58.5%      0.66%      0.74%      4.22%        0.22%        1.27%    -11.51%     19.65%
 14 days      253       62.8%      2.25%      2.46%      7.30%        1.56%        3.37%    -27.67%     25.80%
 30 days      253       61.7%      2.89%      3.85%     10.20%        2.59%        5.11%    -17.47%     46.94%
 90 days      252       68.3%      8.97%      9.78%     17.28%        7.63%       11.92%    -29.70%    114.29%
180 days      251       80.5%     18.79%     22.34%     29.03%       18.73%       25.95%    -37.73%    131.10%
365 days      246       84.1%     37.85%     49.35%     57.65%       42.11%       56.59%    -52.37%    257.72%


========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 17.65%
Rounded target for matching: 18%
Similar historical periods found: 184
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      184       58.7%      0.83%      0.48%      4.18%       -0.13%        1.09%    -21.06%      9.86%
 14 days      184       57.6%      1.20%      0.71%      6.70%       -0.26%        1.69%    -25.71%     26.29%
 30 days      184       56.5%      2.09%      2.11%      9.92%        0.67%        3.56%    -34.71%     33.66%
 90 days      184       64.1%      7.94%      6.31%     15.01%        4.13%        8.49%    -32.18%     45.51%
180 days      184       64.7%     11.76%     16.97%     31.44%       12.40%       21.54%    -53.71%    143.82%
365 days      177       77.4%     31.62%     44.26%     57.85%       35.68%       52.84%    -52.94%    231.50%


========================================================================================================================

Chart 11: AVGO (R² = 0.9050)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $251.26
   +30d (1m): $263.53 ($213.50 - $325.29)
   +60d (2m): $282.04 ($228.45 - $348.20)
   +90d (3m): $301.86 ($244.46 - $372.74)
   90-day outlook: 📈 Bullish Trend (+20.1%)
   Confidence: 90.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈12%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 25.57%
Rounded target for matching: 26%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       22.2%     -1.71%     -2.44%      5.68%       -5.27%        0.38%    -13.34%      7.35%
 14 days       18       27.8%     -3.22%     -4.42%      7.69%       -8.24%       -0.60%    -19.10%      9.97%
 30 days       18       22.2%     -5.41%     -4.15%      7.72%       -7.99%       -0.32%    -21.38%      9.97%
 90 days       18       72.2%      3.90%      8.76%     11.77%        2.91%       14.62%     -3.43%     40.40%
180 days       18       88.9%     16.18%     27.73%     27.18%       14.21%       41.25%     -6.37%     66.30%
365 days       16      100.0%     48.95%     64.19%     48.47%       38.37%       90.02%      7.32%    200.98%


========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.07%
Rounded target for matching: 12%
Similar historical periods found: 68
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       68       58.8%      1.15%      0.88%      6.80%       -0.76%        2.52%    -21.51%     33.81%
 14 days       68       44.1%     -0.91%      1.36%      9.55%       -0.95%        3.67%    -18.05%     35.02%
 30 days       68       58.8%      1.53%      3.37%     12.57%        0.32%        6.41%    -25.69%     38.14%
 90 days       66       78.8%      9.06%     10.46%     15.86%        6.56%       14.36%    -36.45%     47.73%
180 days       64       81.2%     20.59%     26.12%     27.20%       19.32%       32.91%    -20.58%     95.13%
365 days       61       96.7%     43.66%     55.21%     43.35%       44.10%       66.31%     -6.53%    167.11%


========================================================================================================================

Chart 12: MA (R² = 0.8975)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $538.73
   +30d (1m): $586.86 ($541.53 - $635.99)
   +60d (2m): $601.63 ($555.12 - $652.03)
   +90d (3m): $616.77 ($569.05 - $668.49)
   90-day outlook: 📈 Bullish Trend (+14.5%)
   Confidence: 89.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.62%
Rounded target for matching: -4%
Similar historical periods found: 140
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      140       56.4%      0.92%      0.86%      5.01%        0.02%        1.70%    -12.06%     21.58%
 14 days      140       67.1%      2.05%      1.99%      7.35%        0.76%        3.22%    -31.08%     20.93%
 30 days      140       76.4%      4.99%      5.26%      8.47%        3.85%        6.68%    -15.76%     25.91%
 90 days      133       89.5%     11.14%     12.44%     16.69%        9.58%       15.30%    -55.71%    117.60%
180 days      130       90.0%     17.75%     20.82%     22.53%       16.91%       24.73%    -44.12%    142.37%
365 days      118       95.8%     29.79%     38.25%     42.04%       30.59%       45.91%    -12.91%    373.86%


========================================================================================================================
MA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.12%
Rounded target for matching: -4%
Similar historical periods found: 67
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       67       67.2%      2.00%      2.04%      6.15%        0.54%        3.54%     -9.09%     26.98%
 14 days       67       71.6%      3.02%      2.38%      5.99%        0.92%        3.84%    -11.75%     17.74%
 30 days       67       74.6%      4.72%      5.92%      9.91%        3.50%        8.34%    -12.13%     38.23%
 90 days       66       89.4%     13.31%     12.17%     10.44%        9.60%       14.73%    -12.93%     40.88%
180 days       66       89.4%     16.77%     18.88%     17.83%       14.50%       23.27%    -12.23%     82.12%
365 days       59       91.5%     26.04%     31.29%     25.11%       24.74%       37.83%     -8.70%     97.21%


========================================================================================================================

Chart 13: RTX (R² = 0.8975)
Error plotting RTX: index 131 is out of bounds for axis 0 with size 102

Chart 14: V (R² = 0.8929)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $340.38
   +30d (1m): $387.70 ($360.11 - $417.41)
   +60d (2m): $405.20 ($376.26 - $436.38)
   +90d (3m): $423.50 ($393.12 - $456.22)
   90-day outlook: 📈 Bullish Trend (+24.4%)
   Confidence: 89.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
V - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.94%
Rounded target for matching: -2%
Similar historical periods found: 194
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      194       51.0%      0.20%      0.11%      4.24%       -0.49%        0.71%    -14.16%     13.90%
 14 days      194       61.3%      1.07%      0.95%      5.43%        0.18%        1.72%    -19.62%     12.67%
 30 days      194       72.7%      3.76%      2.98%      7.70%        1.89%        4.07%    -33.04%     29.83%
 90 days      190       83.7%      7.18%      7.92%     11.84%        6.23%        9.62%    -38.22%     33.51%
180 days      185       88.6%     14.87%     16.06%     14.32%       13.98%       18.14%    -36.29%     55.70%
365 days      173       98.3%     37.26%     35.39%     21.19%       32.21%       38.57%     -6.24%    102.19%


========================================================================================================================
V - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.87%
Rounded target for matching: -2%
Similar historical periods found: 84
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       70.2%      2.01%      1.20%      4.73%        0.17%        2.22%    -15.02%     15.47%
 14 days       84       67.9%      2.58%      1.81%      5.97%        0.51%        3.11%    -16.84%     24.42%
 30 days       84       77.4%      3.93%      4.05%      6.97%        2.54%        5.56%    -10.74%     25.34%
 90 days       84       85.7%      7.18%      9.07%     10.38%        6.82%       11.33%    -20.23%     34.39%
180 days       84       89.3%     15.45%     16.54%     14.87%       13.31%       19.76%    -18.68%     59.16%
365 days       78       92.3%     36.56%     33.80%     21.61%       28.93%       38.67%     -4.01%     81.13%


========================================================================================================================

Chart 15: NVDA (R² = 0.8900)
Error plotting NVDA: index 131 is out of bounds for axis 0 with size 102

========================================================================================================================
🟢 TOP 1 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    COST             13.3%  0.924988     47.3%   $974.90            15.3%  504 d

📊 DISPLAYING ALL 1 UNDERVALUED STOCK OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: COST (Undervalued by 13.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $974.90
   +30d (1m): $1.2K ($1.0K - $1.3K)
   +60d (2m): $1.2K ($1.1K - $1.4K)
   +90d (3m): $1.3K ($1.1K - $1.5K)
   90-day outlook: 📈 Bullish Trend (+32.4%)
   Confidence: 92.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.52%
Rounded target for matching: -4%
Similar historical periods found: 327
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      327       59.6%      0.82%      0.95%      4.62%        0.45%        1.45%    -25.00%     19.60%
 14 days      327       59.9%      1.94%      1.81%      7.15%        1.03%        2.58%    -34.74%     28.63%
 30 days      327       62.1%      2.68%      2.72%      9.38%        1.70%        3.74%    -34.61%     32.62%
 90 days      327       68.2%      8.34%      6.96%     15.00%        5.32%        8.59%    -36.39%     54.25%
180 days      321       79.4%     14.39%     12.96%     21.48%       10.60%       15.32%    -43.10%     82.79%
365 days      316       78.5%     21.70%     24.56%     35.56%       20.63%       28.50%    -48.67%    189.54%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.48%
Rounded target for matching: -6%
Similar historical periods found: 175
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      175       61.1%      1.16%      0.67%      4.87%       -0.06%        1.39%    -24.93%     17.36%
 14 days      175       59.4%      1.93%      1.06%      6.85%        0.04%        2.09%    -27.10%     19.15%
 30 days      175       64.6%      2.15%      2.51%      8.44%        1.25%        3.76%    -22.90%     29.13%
 90 days      174       73.6%      9.29%      9.08%     16.39%        6.63%       11.53%    -40.82%     55.11%
180 days      174       75.9%     12.71%     12.76%     20.64%        9.67%       15.85%    -31.01%     75.40%
365 days      174       83.9%     29.96%     29.83%     30.43%       25.27%       34.38%    -31.01%    112.02%


========================================================================================================================

========================================================================================================================
🔴 TOP 2 STOCK INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    INTC             25.4%  0.759177    -45.7%   $21.49             20.3%  378 d
2    UNH              15.2%  0.822805    -95.7%   $307.20            13.2%  63  d

📊 DISPLAYING ALL 2 OVERVALUED STOCK WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: INTC (Overvalued by 25.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $21.49
   +30d (1m): $15.93 ($11.86 - $21.39)
   +60d (2m): $14.81 ($11.03 - $19.90)
   +90d (3m): $13.77 ($10.25 - $18.51)
   90-day outlook: 📉 Bearish Trend (-35.9%)
   Confidence: 75.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈13%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.77%
Rounded target for matching: 8%
Similar historical periods found: 323
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      323       51.1%      0.18%     -0.02%      6.87%       -0.78%        0.73%    -41.15%     29.65%
 14 days      323       50.8%      0.18%      0.16%      9.36%       -0.87%        1.18%    -46.64%     36.63%
 30 days      323       57.3%      1.65%      1.45%     14.10%       -0.09%        3.00%    -46.34%     73.26%
 90 days      323       53.3%      2.80%      5.95%     26.12%        3.09%        8.81%    -51.88%    111.63%
180 days      322       54.7%      3.31%     10.33%     35.89%        6.40%       14.27%    -68.32%    151.16%
365 days      318       58.2%      7.34%     18.55%     53.97%       12.60%       24.51%    -54.47%    227.91%


========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.51%
Rounded target for matching: 13%
Similar historical periods found: 181
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      181       51.4%      0.30%      0.34%      6.20%       -0.57%        1.25%    -21.82%     16.27%
 14 days      181       51.4%      0.44%     -0.18%      7.81%       -1.33%        0.96%    -21.23%     34.95%
 30 days      181       51.9%      1.02%      0.01%     13.04%       -1.90%        1.92%    -46.44%     46.60%
 90 days      181       61.3%      4.03%      4.83%     20.14%        1.88%        7.79%    -53.64%     63.49%
180 days      180       62.2%      5.36%     11.65%     37.01%        6.21%       17.10%    -62.65%    122.33%
365 days      178       56.7%      9.39%     19.78%     53.88%       11.81%       27.75%    -54.07%    253.86%


========================================================================================================================

Chart 2: UNH (Overvalued by 15.2%)
Error plotting UNH: index 152 is out of bounds for axis 0 with size 123

STOCK STATISTICS:
------------------------------------------------------------
Total stock instruments analyzed: 50
Average R-squared: 0.8031
Best R-squared: 0.959294
Average annual growth: 120.7%

Valuation breakdown:
  🟡 FAIR_VALUE: 38 (76.0%) - Hold/Monitor
  🔴 OVERVALUED: 2 (4.0%) - Sell Warnings
  🟢 UNDERVALUED: 1 (2.0%) - Buy Opportunities

Optimal window distribution:
  21 days (~1m): 3 instruments (6.0%)
  42 days (~2m): 12 instruments (24.0%)
  63 days (~3m): 2 instruments (4.0%)
  84 days (~4m): 2 instruments (4.0%)
  126 days (~6m): 3 instruments (6.0%)

📊 STOCK TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 2
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued stocks with strong trends
  ⚠️  Consider reducing overvalued stock positions

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🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS
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🟢 TOP 6 CRYPTO OPPORTUNITIES
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Rank Symbol          Under%   R²         Growth%      Score    Price          
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1    IMX-USD          63.8%  0.801302   -100.0%     70.3  $0.004143      
2    HYPE-USD         41.2%  0.831823    -97.1%     58.0  $0.000005      
3    FARTCOIN-USD     42.4%  0.805152  29545.0%     57.6  $1.04          
4    FTN-USD          11.1%  0.989746    136.2%     46.2  $4.43          
5    BTC-USD          11.8%  0.936020    103.4%     44.5  $104.7K        
6    LEO-USD          11.8%  0.891319     74.5%     42.8  $8.99          

🟢 TOP 2 FUTURES OPPORTUNITIES
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Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    CC=F             29.6%  0.884221     86.5%     53.1  $8.8K          
2    KC=F             20.2%  0.931899     70.1%     49.4  $319.70        

🟢 TOP 1 STOCK OPPORTUNITIES
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Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    COST             13.3%  0.924988     47.3%     45.0  $974.90        

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📊 OVERALL PORTFOLIO SUMMARY
========================================================================================================================
Total instruments analyzed: 170
Average trend reliability (R²): 0.7612
Best trend reliability: 0.989746

Asset distribution:
  Crypto: 91 instruments (53.5%) - Avg Growth: 854845.2%
  Stock: 50 instruments (29.4%) - Avg Growth: 120.7%
  Futures: 29 instruments (17.1%) - Avg Growth: 78.0%

Overall valuation summary:
  🟡 Fair Value: 86 (50.6%) - Hold/Monitor
  🔴 Overvalued: 18 (10.6%) - Sell Warnings
  🟢 Undervalued: 16 (9.4%) - Buy Opportunities

📊 Total charts displayed: UP TO 135 (ALL available per section per asset class)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis
🔮 New Feature: Historical pattern-based forward returns predictions

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✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE
========================================================================================================================

🎉 Enhanced analysis completed successfully!
Results stored in 'results' variable with 170 instrument analyses
📊 Charts displayed for ALL available instruments per section per asset class
💡 Total sections analyzed: Best Trends + Undervalued + Overvalued
📈 Chart type: Linear Regression on Log Scale with straight trend lines
🔮 Forward Returns: Traditional round half up ROC matching:
   • 2.5% ROC → finds all historical ~3% periods
   • 5.25% ROC → finds all historical ~5% periods
   • 9.23% ROC → finds all historical ~9% periods
   • -3.67% ROC → finds all historical ~-4% periods
🎯 Historical matches shown as green vertical lines on charts (90-day ROC)

🛠️  CUSTOM ANALYSIS EXAMPLES:
# Standard round half up analysis:
run_custom_forward_analysis(df, 'BTC-USD', rolling_window=30)

# Higher precision (round to 0.5%):
run_custom_forward_analysis(df, 'AAPL', tolerance_type='round_to_half')

# Ultra precision (round to 0.25%):
run_custom_forward_analysis(df, 'NVDA', tolerance_type='round_to_quarter')

# Seasonal analysis (Q2 only):
run_custom_forward_analysis(df, 'SPY', quarter=[2])

# Cycle analysis (Year 1 of 4-year cycles):
run_custom_forward_analysis(df, 'TSLA', cycle_year=['Year1'])
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